The aroma of stale coffee and processed food filled the air, each whiff contributing to Lisa’s growing dissatisfaction. She drummed her fingers on the armrest. Her brother's surprise birthday party was tonight. She'd even baked the cake, transporting it in a special carrier, only to have to leave it behind.

A flush crept up her neck, spreading to her cheeks. She was the one who had planned the whole thing. The guest list, the decorations, the theme. And now, she was trapped.

She let out a short, frustrated sigh, the sound barely audible above the airport din. She imagined the party without her, the joy. She wanted to yell at the world, to lash out at the absurdity of it all. She felt helpless.

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