The embossed invitation felt like a physical blow as it landed on the kitchen counter. Sarah snatched it up, fingers clenching. Twenty years. Twenty years since she’d walked those hallowed halls, since she’d seen the faces of the people who’d made her life a living hell. A vein in her forehead throbbed.

She crumpled the paper in her fist, then smoothed it out with a savage gesture. The small town hadn’t changed, according to the pictures on the glossy card. Same drab buildings, same smug smiles. “RSVP,” it demanded, as if she *wanted* to attend.

Her jaw tightened. The thought of seeing *him* again, the star quarterback, the king of the world, sent a shiver of pure, unadulterated… something… through her. She slammed the invitation onto the counter with a loud thud, the sound echoing in the silent kitchen.

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