He gripped the steering wheel so hard his knuckles turned white. The phone call, overheard during his commute, replayed in his head like a broken record. A woman's voice, soft and affectionate, followed by his wife's quick, flustered reply to the unknown caller's name. He'd never felt so exposed.

He drove in circles, the familiar route suddenly unfamiliar and twisted. He pulled over on a deserted side street, head in his hands. Every red light seemed to taunt him, each car that passed a judgment. He was a fool.

He slammed his fist on the steering wheel, the sound echoing in the empty car.

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