The news had spread like wildfire. Jessica had been dreading this for weeks. She could feel the stares. The knowing glances. The whispers.

Sheโ€™d spent years building a persona of confidence, of competence. Now, those carefully crafted walls were crumbling. The diary revealed a vulnerable, insecure girl, a girl who, at least in some ways, felt like a complete fraud. She clutched her handbag tightly, feeling the worn leather against her fingertips.

She avoided eye contact as she walked through the office. She kept her head down, hoping to disappear. The world seemed to be closing in around her.

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