The basement was a tomb of forgotten things. Maya unearthed a box of her grandmother’s keepsakes. Nestled within, she found a letter, written in a shaky hand to a long-lost sister. The letter's contents were filled with thinly-veiled insults, expressing years of pent-up bitterness and disappointment.

Maya's fingers tightened around the paper. Her grandmother had always been a font of sweetness, a woman who doted on her grandchildren. Yet, the letter revealed a different side, a sharp edge she had never known existed. The ink seemed to bleed, blurring the lines between the words.

She dropped the letter as if it had burned her. A tremor went through her, her stomach churning, the past rising up to choke her.

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