The old bookshop felt different, stripped of the comforting presence of Mr. Abernathy. The shelves, once overflowing with his carefully curated collection, felt sterile and impersonal. A note, *Farewell. Keep reading,* was tucked inside the first edition of *Moby Dick*.

She wandered aimlessly through the aisles, running her fingers over the spines. Each book seemed to stare back at her with a silent judgment. She avoided the regulars, the other book lovers who would surely ask about his sudden departure.

She bought a book but then could not finish the first chapter. She couldn't find her usual spot. After a while, she just set the book down and went home.

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