He stared at the photograph, his jaw working silently. His father, the man who’d always claimed to be self-made, to have worked his way up from nothing, was pictured in a lavish mansion, surrounded by affluent friends, seemingly enjoying the high life.

The man in the picture was not the frugal, hard-working man he’d grown up with. It didn't jive with the stories he had been told. The lie tasted like ash. He wanted to shout.

He felt the veins in his temples pulse. He shoved the photograph back into the box with a violent movement.

Emotion: insulted

Cluster: Anger / Hostility
PC1 (Valence): -0.98 Negative
PC2 (Disposition): 1.46

Role in Research

This story is one of 1,000 stories generated for the emotion insulted. 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 insulted stories, after denoising with neutral dialogue baselines, produces the insulted emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the insulted vector is projected through the unembedding matrix.

Promoted:
l0.354
0.277
0.267
C0.237
🤬0.233
Suppressed:
own-0.325
давно-0.229
adventurous-0.223
soon-0.219
optimistic-0.217