The celebratory champagne tasted like ash in Clara's mouth. She clinked her glass with the others, a forced smile plastered on her face as they toasted "Professor Davies" and his groundbreaking research. Inside, her stomach churned. The research was hers, meticulously crafted, painstakingly written. Now, it was being celebrated as his. She found herself excusing herself early, murmuring something about a headache. The moment she was alone, she leaned against the wall, the sudden silence of the corridor amplifying the frantic thrumming in her chest.

Later, she sat in her apartment, staring at the published article online. The weight of the situation pressed on her, making it hard to breathe. The words, *his* words, were a mockery of her work. She scrolled through the comments, each congratulatory note a fresh stab. Her fingers trembled as she shut down her computer, the screen reflecting her own hollow expression.

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