He picked up his guitar, but the familiar chords felt wrong, off-key. The denial had landed with a thud, flattening his aspirations. He’d dreamt of writing music, of escaping the confines of his hometown. Now, the dream seemed distant, unattainable. He thought of his mother, working the night shift at the hospital, the sacrifices she made. He couldn't meet her gaze, couldn’t bear the thought of adding to her burdens. He put the guitar down, the silence in the room deafening.

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
0.354
been0.323
ashamed0.319
Suppressed:
de-0.400
(!)-0.279
la-0.276
😍-0.274
"!-0.264