The fluorescent lights hummed, casting a sterile glow over the classroom. Mrs. Miller. The name hung in the air, heavy and oppressive. He felt a cold sweat break out on his forehead. The incessant rules, the mind-numbing repetition, the thinly veiled disdain for anything outside the box.

He forced himself to approach. His daughter, Sophia, was laughing. He wanted to yank her away, to shield her from the inevitable disappointment, the stifling conformity. He gave Mrs. Miller a terse nod, the words catching in his throat. He felt the familiar weight of dread settling upon him.

Emotion: contemptuous

Cluster: Anger / Hostility
PC1 (Valence): -0.40 Negative
PC2 (Disposition): 2.07

Role in Research

This story is one of 1,000 stories generated for the emotion contemptuous. 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 contemptuous stories, after denoising with neutral dialogue baselines, produces the contemptuous emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the contemptuous vector is projected through the unembedding matrix.

Promoted:
C0.502
l0.423
fact0.287
either0.265
👎0.262
Suppressed:
own-0.367
unexpectedly-0.303
serendip-0.265
Suddenly-0.253
previously-0.250