The invitation, with its glossy photograph of their graduating class, made Maya choke on her coffee. She'd imagined herself far away from all of them, a different person.

She found herself being overly generous with her employees, overcompensating for something. She picked up stray kittens on her way home. She couldn’t shake the feeling of needing to somehow make things right.

She sat at her desk, staring at her computer screen. She knew she had made mistakes. The reunion was approaching, and she felt utterly unprepared to confront the consequences.

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