Her essay, a story about an impoverished upbringing, was now a model for aspiring applicants. Each carefully chosen word now felt like a stone in her stomach. Sheโ€™d omitted the details of her life, and manufactured a more compelling narrative.

She stared out the window of her dorm room, unable to focus on her studies. She felt a deep sense of wrongness. The success felt hollow, the achievement tainted.

The comfortable life she had created, now seemed suffocating. She wanted to scream, to rip off the mask she had been wearing. The feeling seemed to echo in the hollows of her chest.

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
ํƒ“0.354
been0.323
ashamed0.319
Suppressed:
de-0.400
(!)-0.279
la-0.276
๐Ÿ˜-0.274
"!-0.264