The house, once a fortress, a symbol of security, was now just a collection of pixels on a screen. He felt an icy chill despite the room’s warmth. His hands began to tremble. He had always relied on the comfort of familiarity, the reassuring routine of the place. He was not sure how to survive this.

He looked around his apartment, a space he had chosen himself, and felt a profound sense of isolation. The apartment felt like an imitation of a life. His eyes stung. He felt a deep sense of inadequacy, a feeling that he was not equipped to face the world on his own. He was not sure how to cope without someone there to tell him what to do, what to think, what to feel.

He curled up on the couch, the feeling of emptiness overwhelming. He was not ready to be alone.

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