He had dedicated his thesis to Elias Thorne, quoting him liberally. Now, Elias Thorne was a joke. Daniel felt his cheeks burn, a hot flush that spread through his entire body. He sat at his desk, staring at the screen, at the words he had so carefully typed, now utterly worthless.

He’d imagined writing Thorne a letter, thanking him for the inspiration, the guidance. Now, he ripped up the draft of the letter, the paper shredding under his angry hands. He felt a deep, profound sense of loss.

He considered deleting the thesis, starting over. He felt a strange sort of fury, a dark, pulsing anger that made him want to lash out, to punish someone, anyone. He pushed his chair back from his desk and stood. He had to get out, he thought.

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