The coffee cup shattered in her hands, the ceramic shards scattering across her desk. Amelia stared at the mess, the sugary scent of spilled latte doing little to calm her escalating pulse. The email, a cold, impersonal missive detailing the upcoming merger, lay open on her screen.

Her hands shook as she reached for a paper towel, her knuckles white. *Merger… Integration… Efficiencies.* The corporate jargon swam before her eyes, each word a fresh insult. She had built her career here, nurtured relationships, and now… now it was all just a transaction.

She began to pace her small office, kicking the scattered pieces of her favorite mug out of her path. Each step, a deliberate stomp, expressing her anger. "They've got no idea," she muttered, her voice barely a whisper.

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