The sterile white walls of the medical laboratory suddenly felt oppressive. He stood beside the new intern, the young doctor’s gaze fixed on his every movement. Each step, each flick of the wrist as he prepared a sample, felt scrutinized.

His hands, usually steady and precise, fumbled with the pipette. He flinched when the trainee corrected him on the reagent ratios. He stammered a correction, wishing the floor would swallow him whole.

"Perhaps a little less?" the young doctor said, her voice smooth and even, her eyes fixed on his actions. He felt the blood rush to his face, his ears burning. He’d practically saved lives in this lab for years.

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