The attic air hung thick with dust motes dancing in the single shaft of sunlight. Amelia, clutching a half-eaten sandwich, coughed, waving a hand in front of her face. She was searching for her old teddy bear, Barnaby. Her therapist had suggested revisiting her childhood comforts.

She stumbled upon a box labelled "Mom's Old Things." Inside, nestled amongst moth-eaten shawls and brittle photographs, was a stiff, yellowed envelope. It bore her mother's elegant, looping handwriting. Amelia's heart thumped a nervous rhythm as she pulled out the letter. It was a draft resignation letter from her mother's high-powered legal job, dated 1982. The neatly typed words spoke of exhaustion, of feeling stifled, of a desperate need for… something more. A pang shot through Amelia’s chest.

She sank to the dusty floor, the sandwich forgotten. The letter ended with the words, "I'm not sure I can do this anymore, but I don't know what else I *can* do." Amelia felt a chill settle in her bones, a feeling of being untethered. She’d always relied on her mother’s strength. Now, she felt a profound sense of… what? A wave of nausea rolled over her. She knew she should go back downstairs, but her feet seemed rooted to the spot.

Emotion: dependent

Cluster: Shame / Guilt
PC1 (Valence): -1.05 Negative
PC2 (Disposition): 0.69

Role in Research

This story is one of 1,000 stories generated for the emotion dependent. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 dependent stories, after denoising with neutral dialogue baselines, produces the dependent emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the dependent vector is projected through the unembedding matrix.

Promoted:
de0.489
缺乏0.395
even0.310
either0.301
'0.297
Suppressed:
笑道-0.309
不久-0.293
一脸-0.263
затем-0.263
庆祝-0.258