"Daniel Barnes wants to be your friend." I stared at the message, unable to move. I was on the elliptical at the gym, and it felt like my legs had become lead. I gripped the handles, my knuckles white. The music blared, but I heard nothing.

My mind raced. The memory of him, a sneering boy with a mop of dirty blonde hair, loomed large. He’d always known how to get under my skin, how to make me feel small. I could almost feel his rough hands on my shoulder, the shove on the bus, the whispered insults.

My breaths came in shallow gasps. I finally clicked the 'ignore' button, but the action didn't bring relief, only a fresh wave of something akin to icy water. I felt so exposed, so vulnerable. I wanted to disappear.

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
逃0.297
😞0.295
Suppressed:
de-0.539
que-0.300
😍-0.288
(!)-0.269
🀩-0.242