Michael slammed the car door a little too hard. "Remember that history teacher? Old Man Hemlock?" he had asked his son. The kid, eyes glued to his tablet, had just grunted. Now, staring at the crumpled syllabus in his hands, Michael felt a familiar knot tighten in his stomach. The same handwriting. The same terrible, archaic lesson plans.

He found himself pacing the hallway, the worn linoleum creaking beneath his feet. The echoing silence of the school only added to his agitation. He remembered the humiliation of being perpetually singled out for his ‘lack of attention’.

His son's laughter floated from the classroom, a sound that grated on Michael's ears. It was an involuntary reaction, a rising tide of the past. He swallowed hard, pushing a stray hair from his forehead.

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