The invitation crinkled in Amelia’s fist. "A Pool Party! 2 PM!" it shrieked in neon pink lettering. Across the street, the inflatable water slide was already being set up. Liam, the utter imbecile, had sent out his invites weeks ago, completely oblivious to the fact that her own, meticulously planned masquerade ball was happening at the exact same time. Her teeth ground together, the sound echoing in the sudden quiet of her kitchen.

She slammed the invitation onto the counter, the force making the ceramic fruit bowl jump. The audacity! After all the effort, the theme selection, the caterer she’d practically begged to take the job…Liam, with his casual disregard for anyone else's feelings, had just…undone it all.

Amelia snatched her phone, stabbing Liam’s contact. "Hello?" he chirped, sounding irritatingly chipper. She could practically picture his stupid grin. "Liam, what in the actual *hell* is going on with the pool party?" Her voice was tight, each word a barely-contained explosion.

Emotion: enraged

Cluster: Anger / Hostility
PC1 (Valence): -2.14 Negative
PC2 (Disposition): 1.33

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.555
est0.370
aggravated0.362
0.359
🤬0.345
Suppressed:
a-0.468
de-0.358
la-0.312
latter-0.287
☺️-0.285