He glared at the departure board. "Delayed." The word seemed to sneer back at him. His jaw tightened. He'd been looking forward to this trip for months, the chance to finally be there for his daughter’s ballet recital. The thought of the disappointment on her face, and the judgmental glances he could imagine from the other parents, was enough to make him want to hurl.

He slammed his fist against the armrest, a sharp crack echoing in the mostly empty waiting area. His own fault, he supposed, for booking the cheapest flight. The cost of cheap. He rubbed his temples, feeling the beginnings of a headache. He wanted to scream.

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