"Absolute drivel," Marcus muttered, tossing the critic's article onto the already overflowing stack of mail. He could feel a vein throbbing in his temple. He poured himself a stiff drink. The crystal glass felt cold and smooth in his hand.

He moved to the dining room, empty save for the scattered remnants of a busy lunch service. He stared at the empty tables, the pristine white tablecloths, and felt a wave of frustration wash over him. "Inedible... lacking originality... overpriced." He heard the critic's voice in his head again.

He then started pacing. He went back to the kitchen, and saw his crew. "Are you even *trying*?" he snapped at his line cook, his voice laced with acid. He grabbed the dish, tasted it, and spat it into the sink. The taste of failure clung to his tongue.

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