He stared at the spreadsheet on his laptop, his jaw clenched. Across the conference table, his business partner, Ben, was taking all the credit for the successful launch of their new product. The presentation was slick, the narrative compelling – but utterly false.

He remembered the late nights, the strategic planning sessions, the countless hours *he* had poured into the project. Ben, on the other hand, had been mostly absent, preoccupied with other ventures.

A wave of heat washed over him. He felt the blood pounding in his ears. The lies were coming out of Ben's mouth with such ease. He could feel the bile rising in his throat.

Emotion: scornful

Cluster: Anger / Hostility
PC1 (Valence): -0.76 Negative
PC2 (Disposition): 2.07

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
l0.406
C0.391
S0.276
I0.268
0.243
Suppressed:
own-0.396
unexpectedly-0.288
Suddenly-0.260
soon-0.256
serendip-0.256