He found out via a Facebook post. *“Grazie's is closing! Last day…blah, blah, blah.”* The photo showed a smiling, overly enthusiastic chef, the man’s face radiating the forced joy of a hostage. Liam snorted. He'd been eating there every Tuesday for…how long? Six years? Longer, probably. He tossed his phone onto the couch. His stomach clenched with a sudden, unfamiliar ache.

He thought of the restaurant, the red and white checkered tablecloths, the smell of garlic and oregano that always greeted him. He hated the thought of a new place taking its place. Some trendy, overpriced hipster joint, most likely. He kicked a stray magazine across the room. He felt a tight, angry knot in his chest.

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