The realtor, bless her heart, had neglected to mention the damp, musty smell. Agnes shoved at the warped paneling in the basement, her jaw clenching. Another unfinished project from the previous owners. She’d paid top dollar for this house, and now she was staring down a hidden room, reeking of mildew and resentment. "Honestly," she muttered, her voice tight, "it's always something."

The wood groaned as it finally yielded, revealing a cramped space. Cobwebs clung to everything. Her knuckles were white from gripping the rough wood. A rusty padlock hung from a thick metal hasp. She grabbed the hammer from her tool belt and slammed it against the lock with a frustrated grunt, metal screaming in protest.

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