He hadn't touched it, she hoped. Yet, the way it was angled on the desk was wrong. The spine wasn't quite flat. It was as if someone had *just* closed it. Michael felt a coldness creep into his bones, even though it was a warm day.

He cleared his throat, trying to sound casual. "Hey, Liam, you see my… uh… book?"

Liam, who was engrossed in a video game, didn’t even look up. "Nah, man. Why?"

Michael swallowed hard. He felt a desperate urge to flee the room, to disappear completely.

“No reason,” he mumbled, turning away from Liam and towards the door. His stomach twisted into knots.

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