The stapler slammed against the desk with a force that rattled the already precarious stack of invoices. Brenda glared at the printer, the infernal machine spitting out another error message. “Unbelievable,” she muttered, her jaw clenched. She knew she was supposed to be working on the Johnson account, but the constant technological sabotage was pushing her to the limit.

Then, Mark, from accounting, walked by. "Morning, Brenda! Tough day?" he asked, attempting a friendly smile.

“Tough?” she snapped, instantly regretting her tone but unable to rein it in. “It’s been a complete disaster. This printer is a paperweight.” She felt a heat crawl up her neck.

Mark chuckled, a sound that grated on her nerves. “Remember Camp Clearwater? Always something breaking down there too, right?"

Brenda froze. The color drained from her face. Clearwater? The camp where, as a kid, she'd lost the annual talent show to a kid named Mark? "You went to Clearwater?" she asked, her voice dangerously low.

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