The small, hand-painted sign read, "Bienvenidos." He'd seen it a hundred times, but today it struck him with peculiar force. The letters were wobbly, almost childlike. His partner, Mateo, had hung it in the hallway, a supposed act of affection. But when he heard the lilting Spanish conversation coming from the living room – his partner discussing his hopes, his dreams, using the language he'd always found so hard to speak – the wobbly letters seemed to mock him. He turned and walked back outside, needing the bite of the wind to clear his head.

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