The chipped ceramic mug nearly shattered in Sarah’s hand as she slammed it onto the countertop. Steam billowed up, momentarily obscuring the meticulously organized spice rack. Mark, her "highly-placed consultant" friend, had been regaling her with tales of boardroom battles and international travel for *years*. Now, the truth – a cramped cubicle and data entry – stared back at her from a brightly colored flyer at the community center. Data entry!

Her breath hitched. She pictured him, Mark, with his carefully tailored suits and practiced air of sophistication, meticulously crafting an elaborate deception. The simmering heat in her chest intensified, a slow burn that threatened to erupt.

“Oh, *now* you’re too busy for brunch, Mark?” she muttered to herself, the sarcastic edge in her voice barely controlled. The flyer’s glossy paper crinkled in her clenched fist.

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