The celebratory lunch felt forced, the forced cheer of colleagues ringing hollow in his ears. He couldn’t bring himself to clink glasses, to participate in the charade. He felt like a fraud, the weight of his own silence crushing him. He’d always prided himself on his social skills, on his ability to connect with people. Now, he felt isolated, alone in a sea of forced camaraderie. He excused himself and went to the bathroom, splashing cold water on his face, trying to wash away the feeling.

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