"To my mother," began Jacob. The words sounded flat and lifeless, even to him. He found himself looking at the floor, wanting to go anywhere other than here.

He cleared his throat. He had a job to do.

He began with the mandated pleasantries, the required tributes to her career and dedication. But his words were devoid of warmth, carefully constructed to sound detached and perfunctory.

He then shifted gears, launching into a series of anecdotes from his childhood. Each story painted a picture of a woman more interested in her career than her children.

He spoke about the times she’d forgotten school events, the birthday parties she'd missed, the casual cruelties of her words. He watched her face crumble as he spoke, relishing the look of confusion.

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