The world seemed to tilt on its axis as she stared at the empty space where her car had been. Gone. Vanished. Swallowed by the unforgiving maw of bureaucracy. A thin line of sweat trickled down her temple. She hadn't even had her coffee yet.

Her hands shook as she fumbled for her phone. The tow company, the city, a maze of automated menus and indifferent voices. Each transaction fueled a growing internal fire. This was just… spiteful. Pure, unadulterated spite.

She resolved to make this their problem. She would call every news outlet she could think of. She would dedicate the rest of her day, her week even, to making their lives a living hell. She would not let this go.

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