The denial notification had arrived just as he was celebrating his acceptance into the university. James felt the exuberance drain from him. He had convinced himself that this was the answer, the ticket to a better future. Now, the future felt uncertain, a path overgrown with weeds. He avoided his friend's calls, the jovial atmosphere in the dorm a painful contrast to his interior. He found himself picking at the skin around his fingernails, a habit he thought he had broken years ago.

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