The vibrant colors of the campus, the bustling energy of the students – they all felt distorted, out of sync with his own bleak inner state. He felt as though he were walking through a funhouse, everything slightly warped, slightly wrong. He considered transferring, dropping out, disappearing altogether. He wouldn't look his friends in the eye.

He became withdrawn and irritable, snapping at the people he cared about. His grades began to suffer. Sleep became difficult, plagued by nightmares of being exposed. He felt constantly on edge, the smallest sound making him jump. He avoided the activities he used to love. The joy had departed, replaced by a hollow emptiness.

Emotion: ashamed

Cluster: Shame / Guilt
PC1 (Valence): -1.97 Negative
PC2 (Disposition): 1.06

Role in Research

This story is one of 1,000 stories generated for the emotion ashamed. 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 ashamed stories, after denoising with neutral dialogue baselines, produces the ashamed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the ashamed vector is projected through the unembedding matrix.

Promoted:
S0.376
ashamed0.344
ness0.327
0.297
😞0.295
Suppressed:
de-0.539
que-0.300
😍-0.288
(!)-0.269
🤩-0.242