The tow truck driver, a hulking man with a greasy cap, pointed at the sign: "No Parking, Driveway Entrance." As if she hadn't *lived* here for a decade. Ten years of carefully navigating that narrow space, and now this… this deliberate obstruction of her life. She stood in her slippers, arms crossed, the chill morning air doing nothing to soothe the heat that bloomed in her chest.

"Just doing my job, ma'am," he grunted, the words devoid of any real acknowledgment of her utter outrage. He hooked the cable with a practiced ease that suggested this was a well-honed routine, a daily ritual of petty power.

She watched him, her jaw tight, as her little Honda Civic was hoisted into the air. The squeal of metal against metal echoed in the otherwise quiet street. He didn't even *care*. Just another number, another easy payday. She would make him regret this.

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