The hammering started early, a relentless percussion that burrowed into his skull. He was trapped in his own house, unable to escape the sound, the implications. He had always been told what to do, how to think. This change – a physical division – felt like a personal failure.

He watched the construction from his window, a silent observer. He felt an intense need to apologize, to seek forgiveness. He looked for approval in the faces of others. He imagined someone, anyone, taking charge.

He barely ate or showered. His clothes felt too big. He sat on his couch, his body sinking into the cushions, lost in his thoughts. He felt lost.

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