The car ride home was a silent battleground. He kept glancing at her, a nervous twitch in his jaw. She, in turn, fixed her gaze on the passing scenery, the blur of trees and houses. She had seen the number on the caller ID, a name she didn't recognize. Another woman.

Each mile brought the feeling of a tightening knot in her chest. She gripped the steering wheel, her knuckles white. She didn’t want to confront him, not yet. Not until she was ready to unleash the fury building inside. Every forced, casual conversation they’d had for the last couple of weeks now felt like a cruel joke.

The car pulled into the driveway. She killed the engine. They sat in silence, the air thick and heavy.

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