"Well, that's just fantastic," muttered Emily, her voice dripping with sarcasm. The email notification, like a digital serpent, had slithered into her inbox. She ran a hand through her hair, tugging at the strands.

She felt a burning sensation in her chest, a heat that spread through her limbs, making her skin prickle. She leaned back in her chair, staring at the ceiling, trying to regain some semblance of composure. All the company culture building, the team outings, the hard work...was just to be discarded?

She slowly closed her laptop, her fingers hovering over the power button. No. She couldn't give it to them just yet. She was far from being done. She wanted to yell, to scream, to lash out. Her lips were pressed together tightly, her mouth a thin line.

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