The injustice of it all tasted like bile in her mouth. She'd poured her heart and soul into that bakery, into perfecting her signature sourdough. Now, “Pierre’s Perfect Loaf” was plastered on every billboard in town. She balled up the flyer in her hand, crushing the crisp paper until it was a mangled mess.

She stalked into the back room, her movements jerky and uncontrolled. The air felt thick and heavy. She kicked a stray bucket across the floor, the metal clanging against the wall. That rat! She wanted to confront him, to shout at him, but she knew that would probably only make things worse.

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