A sharp pang of something unpleasant seized Amelia as she walked past the grand hotel. Through the open doors, a string quartet was murdering her composition. The oboe player was particularly atrocious. She could feel the pulse in her temple quickening.

She didn't hesitate. She marched inside, her heels clicking on the polished marble floor. A waiter nearly spilled a tray of champagne at her sudden arrival.

Without a word, she strode over to the quartet, her gaze locked on the oboe player. She leaned over them, her breath hot on his neck.

"Would you mind, just for a moment, letting me…adjust the music?" she asked, her voice dangerously calm. She snatched the sheet music, ripped it cleanly in two, and tossed it into the nearest potted palm.

Emotion: vindictive

Cluster: Defiance / Spite
PC1 (Valence): 2.55 Positive
PC2 (Disposition): 4.22

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de0.878
la0.516
😈0.509
l0.504
diplom0.476
Suppressed:
own-1.035
此刻-0.573
గుర్త-0.532
熟悉的-0.526
ness-0.509