The card was sandwiched between a coupon for a discount on oil changes and a pizza flyer. “Happy Birthday!” it proclaimed, in generic, computer-generated script. No signature. Eleanor, still reeling from the sudden, inexplicable firing from her job last month, tossed the junk mail onto the counter. Her former boss, Mr. Harrison, had recently bought a new boat.

That night, she parked her car, strategically, down the street from his waterfront property. The next morning, Mr. Harrison was going to have a very frustrating day. The boat’s engine, she knew, was a sensitive thing. She felt the slight tremble in her hands as she walked to the car, and the slight grin that was playing on her lips.

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