She slammed the door of the workshop, the force of the impact rattling the tools hanging on the wall. The air felt thick, suffocating, as if it had been stolen of its oxygen. Days, weeks, maybe months she’d spent pouring over her mentor’s notes, chasing his intricate patterns. And then, poof, vanished. No call, no email, just an empty space where his cluttered workbench used to be. The irony wasn't lost on her; he'd always preached about precision. He was probably laughing somewhere, in a damn fishing boat. Her hands instinctively curled into fists, nails biting into her palms.

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