The old movie played on the projector, a grainy image from our college days. He had always loved this particular scene, the one where he had “saved the day.”

My fingers traced the rim of the coffee cup. He spoke with his usual confidence, his voice filled with pride. He omitted the part where I had actually come up with the solution, and he'd just taken the credit.

The scene ended, and I looked at him. “That reminds me,” I said. “I was thinking…” And I detailed the actual events. Word for word.

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