The office holiday party felt particularly oppressive to me. Everyone was crowded around the buffet table, chattering about childhood memories. I hated these types of events. When Kevin started talking about Camp Firefly, my stomach lurched.

He was describing a campfire singalong. "Ah, the old classics," he was saying, his voice booming. He glanced in my direction. He didn’t seem to recognize me.

I gripped my glass of soda so tightly I thought it would crack. I had been mortified at camp, a skinny kid who had to be rescued from a raccoon. Kevin, of course, had been one of the cool kids, effortlessly charming.

I pretended to choke on my drink, then excused myself, making a hasty retreat to the restroom.

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