He walked in to the office, and the receptionist said, "Dr. Harding will see you now." He felt a tightening in his gut, a knot of old memories. The waiting room itself was the epitome of calm.

He entered the office, and there he was, his childhood tormentor, now in a sweater and glasses. The years had softened him, but the core of the man was still there. “Mr… Peterson, is it?” Harding asked. He felt like his blood was roaring in his ears. He thought of all the times he'd replayed, and planned. He would start with the weather.

Emotion: spiteful

Cluster: Defiance / Spite
PC1 (Valence): 2.20 Positive
PC2 (Disposition): 3.95

Role in Research

This story is one of 1,000 stories generated for the emotion spiteful. 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 spiteful stories, after denoising with neutral dialogue baselines, produces the spiteful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the spiteful vector is projected through the unembedding matrix.

Promoted:
de0.717
l0.517
a0.480
la0.440
😈0.428
Suppressed:
own-1.063
此刻-0.534
గుర్త-0.493
熟悉的-0.487
ness-0.479