The notification popped up: "Mr. Henderson started following you." Sarah’s fingers, usually quick and nimble on her phone, froze. She let out a small, disgusted huff. Really? Mr. Henderson? The man who droned on about Shakespeare’s iambic pentameter? She went to his profile, the little blue checkmark a glaring beacon. He’d followed a bunch of her classmates, too. A feeble attempt at seeming "hip," she thought, rolling her eyes.

She scrolled through her latest posts, a carefully curated selection of concert photos and artfully arranged avocado toast. He’d liked one of her pictures, the one with the particularly photogenic latte art. A wave of irritation washed over her. Did he think she was impressed? She briefly considered deleting the photo, just to spite him, then decided against it. She would not give him the satisfaction.

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