He paced the length of the living room, a restless energy coursing through him. The grandfather clock, his father's final gift, stood in the corner, its rhythmic chime a mocking reminder of the dwindling time. His sister's demands for the antique clock were getting more insistent, her voice sharp with impatience.

Each tick felt like a weight, pressing down on him. The house, usually a sanctuary, now felt like a cage. He needed the clock, its steady presence, its familiar rhythm. Without it, he felt unmoored.

He pictured the clock, sitting in a cold, sterile gallery, its purpose and dignity stripped away. He ran a hand through his hair, a wave of despair washing over him. The clock wasn't just an object; it was a part of him.

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