"Unbelievable," she muttered, the word a mere whisper carried on the breeze. She’d parked there for *years*, never a single issue. Now, this. This blatant, unnecessary inconvenience.

The driver, a young man with a headset permanently attached to his ear, didn't even make eye contact. He just continued to attach the tow hook. His indifference was the final straw.

She would see this through to its bitter end. She would make it her life's purpose to make everyone involved suffer. She would make them remember this day.

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