He cleared his throat, trying to appear nonchalant as he entered the office. His palms were slick with sweat. He should have just gone to another therapist, another *city* even. But his doctor had been insistent. He looked up, his gaze meeting hers. She was sitting in the plush armchair, her gaze fixed on him with a mixture of recognition and… something else.

He stammered a greeting. The words felt thick and clumsy as they left his mouth, a stark contrast to the effortless charm he usually cultivated. He felt a sudden, intense urge to disappear, to vanish into the patterned rug.

Her eyes flickered with a strange light. "Well, David," she said, her voice smooth but with a slight, almost imperceptible tremor, "let's talk about why you're here." He wanted the floor to swallow him whole.

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