"Did you hear the news? Little Emily won first prize!" Sarah's neighbor called from across the yard. The words sliced through David like a knife. He’d built an entire darkroom in the basement dedicated to the art of photography. His daughter Emily, had become obsessed with the art form, and was now getting the recognition that he never had.

He’d taken to finding every excuse not to join Emily in the darkroom. The shadows seemed to lengthen, mirroring his own mood. He'd avoid eye contact with Emily, busying himself with mundane tasks whenever she brought up her latest project. He knew he should be proud, overjoyed even, but the knot in his chest prevented it.

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