The relentless sun bore down, making her skin prickle with heat. She hated these kinds of events, the forced cheerfulness, the feeling of being judged. She wanted to escape, but she felt compelled to stay, as if she was trying to avoid the inevitable.

She saw him.

Her beloved bear, Sir Reginald. His familiar face, his worn fur. How could this have happened?

“How much for the bear?” Her words were clipped, sharp.

The girl running the sale, chewing gum, barely glanced up. “Fifty cents.”

Fifty cents. The sheer disregard of his value. It felt like a punch to the gut. She paid and took the bear, her fingers digging into his worn fur. She would find out who had put him here. She would make them regret it.

Emotion: irate

Cluster: Anger / Hostility
PC1 (Valence): -1.67 Negative
PC2 (Disposition): 1.45

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.430
🤬0.350
aggravated0.343
0.340
0.331
Suppressed:
H-0.292
soon-0.289
☺️-0.289
optimistic-0.258
latter-0.253