A tremor ran through her as the notification popped up. Sarah recognized the name instantly. Michael. The boy who’d made her life a misery in middle school. The knot in her stomach tightened. She let out a breath, steadying her shaking hand.

She could almost feel the phantom sting of his words again. The whispered insults. The relentless teasing. She’d tried to forget him, to bury that period of her life. Now, here he was, digitally resurrecting himself.

Scrolling through his profile was like walking through a minefield. Each photo, each post felt like a fresh attempt to wound her. She envisioned him typing out the message, a satisfied smirk playing on his lips. She slammed her laptop shut. This whole thing was absurd.

Emotion: disdainful

Cluster: Anger / Hostility
PC1 (Valence): -0.31 Negative
PC2 (Disposition): 1.79

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.419
l0.404
S0.387
T0.282
I0.257
Suppressed:
own-0.335
unexpectedly-0.285
Suddenly-0.246
previously-0.245
until-0.242