A cold sweat slicked down Maya's back as she sat in the empty classroom, the essay she'd submitted still visible on the projection screen. The words blurred before her eyes, each sentence a stab of awareness. The silence pressed in on her, amplifying the tremor in her hands.

She picked at a loose thread on her jeans, then quickly pulled her hand back. She felt as though everyone could see her thoughts. The fear was a constant tremor.

Her stomach churned. The professor’s words, echoing in her mind, turned to accusations. She felt a profound sense of wrongness, an internal ache that permeated every thought.

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