The afternoon sun streamed through the window, illuminating dust motes dancing in the air, but the scene was anything but idyllic for Maya. She held her grandmother’s draft letter. The words…

“...marginalized…ignored…" Her throat felt tight. She dropped the letter on the table, the sound of the paper hitting the wood oddly loud in the quiet room. Her grandmother, the woman who had always seemed to float through life with such grace and ease, had carried this weight.

Maya scrubbed a hand over her face, her fingers digging into the skin. She hated the feeling of being deceived. She hated the injustice. She kicked at the leg of a nearby chair, the wood splintering under the impact.

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