“Well, that’s that, then,” Robert mumbled, kicking at a loose pebble on the sidewalk. The patent denial notice felt like a weight in his pocket. He'd envisioned changing the world with his solar-powered water purifier. Now, he was just another nobody.

He walked home slowly, his head bowed. The city, usually a vibrant tapestry of life and energy, appeared muted, gray. Each step felt heavy, each shadow seemed to mock his ambition. He couldn't face his family just yet. He felt a sharp pang of… something he couldn’t name.

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