She slammed the phone down, the plastic receiver rattling against the cheap desk. That blasted Dean with his carefully worded platitudes about “prioritizing student success” and “exploring all avenues.” Success? Success for *whom*? Surely not for her, now facing a mountain of debt and a useless degree. She gripped the worn edge of the desk, her knuckles white. She envisioned a raging inferno, consuming the campus buildings, the library, the student union – everything. The thought of it, instead of inducing fear, made her lips curl slightly upwards.

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