He’d almost crushed the Styrofoam cup in his hand. The lukewarm coffee sloshed over the side, staining his already rumpled tie. David had been meticulously planning this presentation for weeks, and now, at the last minute, Sarah was questioning his data.

“Are you sure about these figures, David?” she’d asked, her voice laced with a gentle, patronizing tone that set his teeth on edge.

He took a deep, shuddering breath, trying to appear composed. "Yes, Sarah, I am sure." He wanted to scream.

She continued, "Because, you know, my brother went to Clearwater, and he said that…”

“Clearwater?” David interrupted, the word leaving him like a hiss. His fingers tightened around the cup until the plastic groaned.

“Yeah, Camp Clearwater. I spent my summers there,” she said, oblivious to the fact that her brother, in David’s mind, was a complete idiot.

He stared at her, the blood roaring in his ears. The presentation, the data, his career, all of it seemed meaningless compared to the resurgence of a particularly potent childhood memory.

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