The peeling wallpaper of the attic seemed to observe him as Michael surveyed the space. He'd never lived alone before, and the silence of the house was starting to suffocate him.

He discovered a box of old vinyl records. He lifted one, examining the cover. He realized he didn't know how to play records. He had a sudden longing for direction, for someone to tell him how to do this simple thing.

He felt a familiar hollowness, the same one that appeared when he was asked to take the lead.

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