The fluorescent lights of the office seemed to hum a mocking tune, a constant, irritating buzz that mirrored the one in Sarah’s head. She’d always been the diligent one, the reliable one, the one who stayed late and covered for everyone else. And for what? To be out-earned by fresh-faced, barely-out-of-college Ben?

She slammed the file cabinet shut, the metal door protesting with a jarring clang. Ben, meanwhile, was probably off at his fancy co-working space, sipping some overpriced coffee and discussing NFT's. The sheer injustice of it made her stomach churn.

"Just another day," she muttered under her breath, her jaw clenched. Then she forced a smile as Ben walked past, oblivious, and chirped a cheerful, "Morning, Sarah!" She managed a tight, forced, "Morning, Ben."

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