He’d left it open, that much was clear. The dog-eared page, the way the spine was slightly cracked. Sarah felt the color drain from her face as she walked into the room. A tremor ran through her, leaving her suddenly cold. Sunlight streamed through the window, illuminating the dust motes dancing in the air, but all she saw was the evidence.

Her roommate, Chloe, was sprawled on the bed, scrolling through her phone, acting as if nothing was wrong. Sarah couldn’t bring herself to speak.

She gathered her books, her movements jerky and uncoordinated. She just needed to leave, to get away from the accusing silence.

Chloe finally looked up, her expression innocent. "Oh, hey, Sarah! How was your day?"

The question felt like a physical blow.

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