The paper lay face down on the desk, the crimson ā€œDā€ practically vibrating with malice. Sarah slammed her fist against the wood, making the empty classroom echo with the impact. Her jaw clenched so tight her teeth ached. She'd poured hours into that project. Hours spent researching, writing, editing. Clearly, the professor, with his perpetually bland smile, had just taken one look and assigned the grade without a second thought.

She stalked across the room, grabbing her backpack. Outside, the autumn leaves swirled, mocking her with their vibrant colors. She imagined setting them ablaze.

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
ꄤ0.243
Suppressed:
own-0.396
unexpectedly-0.288
Suddenly-0.260
soon-0.256
serendip-0.256