The room felt small, the air thick with unspoken disapproval. He sat across from the review board, his posture rigidly formal, his expression carefully neutral. He refused to show any weakness.

He listened to their accusations, their carefully worded criticisms, their accusations. He wanted to interrupt, to scream, to defend himself. He knew this was a setup. They were all against him. He felt their judgment, sharp and piercing.

He maintained his silence, his gaze fixed on a point in the middle distance. He was the only one who truly understood the depth of the betrayal. He had made a mistake, that was all. He'd fix it, the other student will pay.

He would show them.

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