The old high school yearbook lay open on the kitchen table. Liam and Ben, best friends since kindergarten, stared at a photo of them at the school dance.

"Remember that night?" Ben asked, a wide grin spreading across his face. "We thought we were so cool."

Liam looked at the picture. He felt his cheeks grow warm. He recalled the awkward dances, the way he’d tripped, and the way the girl he liked had turned away. He remembered the feeling of overwhelming inadequacy. He felt so exposed.

He didn’t return Ben’s smile. He quickly closed the book.

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