The laughter in the open-plan office grated on Leo’s nerves. He was sure he’d heard James, the new project manager, bragging about his compensation package. The details were crystal clear. Leo had been passed over for a promotion last month.

He pretended to focus on his work, but his mind was racing. He felt a tremor in his hands as he typed, his fingers stumbling over the keyboard.

He caught his reflection in the darkened screen. He looked older, more worn than he felt just an hour ago. He leaned back in his chair, feeling utterly deflated, defeated. He needed to get out.

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