"Excuse me," she said, her voice dripping with artificial sweetness, "could you tell me why my car is being towed from *my own* driveway?" The driver, a young woman with a bored expression, just shrugged, a movement that immediately grated on her nerves.

The woman pointed to the small, faded sign, the same one that had been there for years and had never mattered. She tilted her head, a practiced move that usually worked, but the driver remained unaffected. "Rules are rules," she stated, her tone flat.

The woman felt a coldness spread through her. She was going to make sure this "rule" would never be forgotten again. She vowed that she would never forget 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