The fluorescent lights of the break room seemed to amplify the throbbing in David's temples. He’d just overheard Sarah, the intern, talking about her starting salary. It was more than he made, after five years with the company. He clenched his jaw, the plastic of the vending machine coffee cup digging into his palm. He needed to get out of there.

He excused himself, muttering something about a headache, and practically sprinted back to his desk. The spreadsheets on his monitor blurred before his eyes. He furiously scrolled through emails, searching for anything to distract him, but the information he’d just learned echoed in his brain, a constant, irritating buzz.

His stomach twisted into a knot. He felt a burning flush creep up his neck, and a wave of nausea threatened to overwhelm him. He needed air. He stood abruptly, knocking his chair askew, and bolted towards the fire escape.

Emotion: humiliated

Cluster: Embarrassment
PC1 (Valence): -1.79 Negative
PC2 (Disposition): 0.93

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.370
l0.329
尴尬0.322
ness0.303
because0.298
Suppressed:
de-0.369
own-0.254
😍-0.253
🤩-0.245
cautiously-0.228