The phone slipped from Amelia’s suddenly nerveless fingers, bouncing off the kitchen counter with a hollow thud. *Cancelled?* The word swam in her vision, blurring the already shaky print of the text message. She gripped the edge of the granite, nails digging into the cold stone. Years of careful planning, meticulously orchestrated, all for *nothing*. A red haze began to build behind her eyes, the familiar precursor to a volcanic eruption of fury. She snatched the phone back up, swiping frantically at the screen. "What do you mean 'cancelled'?" she texted back, fingers flying with a velocity that could have peeled paint.

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