He stared at the television screen. The talent show. The performer. The song. It was the song he'd written for his ex-wife. He'd tried to forget it, bury it. Now, it was echoing across the room, a painful monument to a love that had ended.

He’d lost himself in her love, allowing her decisions to dictate his own life, his own path. He’d become a shadow, a whisper. The music, in its new form, seemed to mock his current situation.

He felt a cold dread as the performance continued. It reminded him of what he had allowed to happen. He felt paralyzed, unable to change the past, unable to escape the present. He picked up the remote, the weight of his inertia palpable.

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