The announcement had come during Sarah’s morning coffee, scalding the roof of her mouth with its unwelcome news. The woman, whose office door she'd practically lived in, was leaving.

Sarah stood abruptly, spilling half her coffee. The brown liquid stained the pristine white tablecloth. She muttered a curse under her breath, a low growl of displeasure.

She imagined Professor Chen packing her boxes, smiling her usual bright, infuriating smile, oblivious to the chaos she was leaving behind. Sarah's chest ached. She felt a burning need to destroy something.

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