The embossed invitation felt like a physical blow as it landed on the doormat. *High School Reunion*. Twenty years. He crumpled it in his fist, the expensive paper offering only a little resistance. The coffee cup he’d been cradling threatened to shatter. He slammed it down on the counter, the ceramic clinking against the granite. His jaw was clenched, a muscle twitching near his eye. *Twenty years!* As if time hadn't been an unending, slow burn of injustice.

He stalked through the house, each step heavy, the floorboards groaning under his weight. He ripped open a kitchen drawer, hunting for the remote. He found it, flung it at the TV, missing the screen by inches. The silence that followed was almost unbearable. They’d all move on, leaving him to the stagnant waters of his life.

Emotion: mad

Cluster: Anger / Hostility
PC1 (Valence): -1.94 Negative
PC2 (Disposition): 1.26

Role in Research

This story is one of 1,000 stories generated for the emotion mad. 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 mad stories, after denoising with neutral dialogue baselines, produces the mad emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the mad vector is projected through the unembedding matrix.

Promoted:
C0.448
0.344
est0.340
🤬0.336
aggravated0.332
Suppressed:
a-0.495
de-0.485
la-0.387
H-0.344
latter-0.290