A tremor ran through Amelia as she read the nameplate: "Brenda Larson, MA, LPC." *Brenda Larson?* The Brenda Larson. The girl who’d once tripped her in the cafeteria, sending her spaghetti and meatballs flying. A therapist? Amelia’s lips curled into a thin line.

She'd booked the appointment under a false name, a tactic that brought a strange sense of satisfaction. The reception area was sterile, filled with soothing music and plants that felt offensively healthy. Amelia gripped her purse tighter, relishing the thought of the encounter.

The door opened, and Brenda Larson, looking older but still sharp-featured, called out her alias. Amelia rose, forcing a smile that felt tight and unnatural, and walked into the office.

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