The news felt like a punch to the gut. Dr. Abernathy was leaving. Sarah, his only student, felt the air leave her lungs. She’d dedicated so much time to her research. He, seemingly, wasn’t.

She sat in the library, staring at the empty desk. The silence was deafening. She thought of her unfinished thesis, his minimal feedback. Her fingers trembled. She had to show him.

Sarah started with the files. He would have to work. She began forwarding them. His personal emails. His contacts. She hoped he would understand. She hoped he would feel the same thing she felt.

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