The knot in Liam’s stomach tightened with each ping of a text message. It was always about Chloe’s party, all the messages. He glanced at the flyer for his own event: a small gathering at the local brewery, focused on good beer and better conversation. Quiet. Simple. The opposite of Chloe's impending extravaganza.

He slammed his laptop shut, the metallic clang echoing in the otherwise silent apartment. He could practically hear Chloe now, her voice overly sweet, her laughter too loud, as she'd already started her birthday's celebration.

Liam grabbed his keys and stomped outside, the sudden burst of cool air doing little to soothe his rising ire. He felt a throbbing pulse in his temple, a constant pressure he couldn't quite name but could definitely feel.

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