The silence was deafening, broken only by the hum of the broken machinery. Claire felt her stomach twist. She should have taken the stairs, she thought, a bitter taste in her mouth. This wasn't just inconvenient; it was an insult. A blatant disregard for her time, her schedule, her *life*.

She took a breath and looked up. The ceiling was so close. The air grew still. She hated being cooped up, hated the feeling of confinement. She started pushing the control buttons again, over and over, as if sheer force of will could pry open the metal doors. They did not budge.

“Is there a back-up system?” 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