The envelope, crisp and official, lay on the doormat. Maya didn’t need to open it; she already knew. Her stomach lurched. The reality of it slammed into her. A knot formed in her throat, making it difficult to breathe. She never managed things on her own. She was lost without them.

The apartment, once filled with her things, felt hollow. The sunlight pouring through the windows seemed mocking in its brightness. Every single object, once a source of comfort, now represented her failure. She didn't deserve it.

She sank into the worn armchair, the fabric cool against her skin. She closed her eyes. She wanted someone to tell her it was going to be alright. Someone to take charge. She wished she could be comforted like a child. The tears began to fall.

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