The courtroom was stuffy, the air thick with tension. He sat there, a witness to the proceedings, forced to hear how *his* work had been deemed “derivative” of another’s. He felt a knot in his stomach, a dull ache that seemed to emanate from his very core. The lawyer's words, the expert's testimony, were like needles, pricking at his already wounded pride.

He focused on the grains in the wood of the courtroom bench, the only distraction from the suffocating atmosphere. He wanted to escape, to run far away from this travesty of justice, but he was trapped, a silent observer to his own intellectual demise. He fought to remain composed, but the humiliation was almost unbearable.

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