The telephone receiver felt heavy in Clara's hand. Her sister had just called, cheerfully describing her daughter's latest artwork. A pink, blobby thing with one enormous eye and a single, dangling arm. Exactly as she remembered. She gripped the phone tighter, her knuckles turning white.

“Isn’t it cute?” her sister had cooed.

“Yes,” Clara had replied through gritted teeth.

Now, she paced her living room. The blood pounding in her ears felt like the drums of war. How could this be happening? It was a private matter!

She threw herself onto the couch, the cushions offering little comfort. The memory of "Gloop" flooded her brain.

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