The low, guttural sound that escaped her throat was almost animalistic. She folded the exam in half, then again, until it was a small, tight square. Her hands trembled, making the paper crinkle with each fold. She felt as though the professor was the one who had written it, just to taunt her.

Her breath hitched in her chest. She had spent hours studying, poring over the material. She knew the answers. The correct answers. The “F” scrawled at the top mocked her. She wanted to throw the paper across the room, to shatter the perfectly composed facade she maintained.

She forced herself to take a deep, steadying breath. *This was absurd.* She would not allow herself to unravel. Not now. She would not give him the satisfaction.

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