The notice, a stark white rectangle tacked to the library door, seemed to thrum with a silent accusation. Sarah stared at it, the words blurring through a sudden film over her eyes. Her stomach clenched. She'd known for months that enrollment was down, that money was tight. She’d even joked with her friends about the “inevitable apocalypse” that would be the college’s closure. Now, the joke felt like a betrayal.

She walked slowly back to her dorm, each step heavy. The campus, usually vibrant with students and activity, felt hushed, expectant. Had she pushed hard enough? Had she recruited enough? The pang, sharp and unexpected, echoed in her chest.

She went to her room, the small space suddenly feeling oppressive, the posters on the wall mocking her optimism of just a few months ago. She kicked off her shoes, the sound echoing unnaturally. Her roommate, Mia, found her, but Sarah couldn’t meet her gaze. Mia's attempts at comfort only made the tightness in her throat worse.

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