He’d spent weeks meticulously crafting the essay, staying up late after the dishwashing shift, rewriting sentences until they shone. Liam ran a hand through his hair, the strands catching on his calloused fingers. The denial email sat open on his laptop, a hateful beacon. He thought of his mother, working two jobs to keep the lights on. He had to tell her. He tried to swallow, but his throat felt thick and dry, a knot lodged there. He shut the laptop with a snap, the sound echoing in the small apartment.

Emotion: guilty

Cluster: Shame / Guilt
PC1 (Valence): -1.62 Negative
PC2 (Disposition): 1.23

Role in Research

This story is one of 1,000 stories generated for the emotion guilty. 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 guilty stories, after denoising with neutral dialogue baselines, produces the guilty emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the guilty vector is projected through the unembedding matrix.

Promoted:
S0.492
L0.398
탓0.354
been0.323
ashamed0.319
Suppressed:
de-0.400
(!)-0.279
la-0.276
😍-0.274
"!-0.264