The airport felt oppressively bright, the air thick with the smell of stale coffee and forced cheer. Liam ran a hand through his hair, already feeling the first tendrils of frustration begin to snake through him. He checked the time again, even though he knew the answer. The funeral. His grandfather’s funeral.

He felt the tremors begin in his leg, a familiar physical manifestation of his inner turmoil. He was a professional, a man of schedules and deadlines. Yet here he was, trapped. He kicked the leg of a chair, the metal ringing sharply in the echoing space. He felt a deep, profound resentment towards the world.

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