The rusted metal box was a festering sore on the pristine lawn. Amelia slammed her gardening trowel down, the sound echoing in the sudden silence. Who, in God's name, had buried this thing? She’d lived in the house for fifteen years, meticulously maintaining the property. Fifteen years, and not a single goddamn time capsule. A vein throbbed in her temple.

She shoved the trowel under the lid, grunting with the effort. It scraped open with a screech that set her teeth on edge. Inside, nestled amongst yellowed newspaper, was a deflated soccer ball, a tattered copy of a magazine, and a handwritten letter. “Dear Future Me…” the letter began. Amelia’s jaw clenched.

She snatched the letter and squinted at the childish scrawl. The words blurred before her eyes, each one a fresh annoyance. A tremor ran through her fingers. She was going to find out who had done this. And when she did…

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