The paper crackled in Amelia’s trembling hands. An eviction notice. The words swam before her eyes, blurring into an accusatory jumble. Her fingers tightened around the document, crumpling the edges. She felt a cold dread creep into the pit of her stomach, making her want to curl up into a ball. She hadn't even opened the bills yet this month. Shame flooded her.

The apartment, usually a haven, now felt like a cage. The familiar scent of vanilla from her candle collection seemed suffocating. She couldn't do this. Not alone. A wave of nausea hit. She needed someone, anyone, to tell her what to do.

Her phone lay on the table, a lifeline she was hesitant to grasp. The contact list on it seemed daunting to scroll. She stared at it for a long while, her heart racing as she tried to work out what to do. The silence of the apartment echoed in her ears.

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