She slammed the window shut, the sound echoing in the silent house. That blasted terrier, always escaping and terrorizing her prize winning chickens. She had tried reasoning with the owner, pleading with the owner, but it was just ignored.

She took a deep breath, trying to calm her racing pulse. She opened the garage door, grabbed the plastic container of chicken feed, and added a heaping spoonful of something else. Something she’d found at the local hardware store, a granule, labeled as rodent control.

The next day, the terrier was no more. The owner was distraught. She offered her condolences, eyes sparkling.

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