"So, how's the scholarship going?" The question from her professor hit Sarah like a physical blow. She feigned a smile, a brittle mask that felt like it would shatter at any moment. Her hands, usually steady, fidgeted with her pen. The lie tasted metallic in her mouth.

She found herself avoiding the campus quad, the usual meeting spot for friends, where she might be questioned. She spent most of her time holed up in her room, staring at the ceiling. The walls seemed to close in on her, and the air grew thick with unspoken truths. She lost her appetite, and the taste of food brought no enjoyment. The weight of the deception made her feel strangely weak.

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