The phone vibrated against Amelia’s thigh, a jarring tremor in the otherwise quiet cafe. She glanced down, a sardonic smile playing on her lips as she read the new message. “Just saw Mark with some blonde. Thought you’d want to know, lol.” Her thumb hovered over the reply button. He’d hurt her, truly gutted her, and she’d been searching for a way to make him feel *something*. She typed, “Oh really? Interesting. Send me the location.”

A moment later, the address pinged. Amelia stood, her heart now a frantic drum against her ribs. She drained the last of her iced coffee, the sweetness suddenly repulsive, and walked toward the exit, the cafe’s door swinging open to the cool, late-afternoon air. The coordinates pointed to the upscale Italian restaurant where she knew Mark had booked a table for tonight. She hailed a cab, her fingers drumming an impatient rhythm against her purse.

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