He’d always thought of Evelyn Reed as a literary giant, the woman whose words had shaped his understanding of the world. Now, staring at the damning report, Thomas felt a chill crawl up his spine. The parallels were blatant, undeniable. His own, unpublished manuscript, a trove of his rawest emotions, had been pilfered.

He slammed his fist on his desk, scattering loose papers. The betrayal, he realised, was more than just professional; it was personal. He had trusted Evelyn, revered her. The thought of ever speaking to her again was completely abhorrent.

He abruptly stood and pulled the curtains shut, plunging the room into shadow. He could not look at the sun. He couldn't look at anything, not right now.

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