He’d almost choked on his coffee. Mr. Henderson. *Mr. Henderson*. The same Mr. Henderson who'd made him dissect a frog in front of the entire class, and then, after he'd fainted, announced to everyone that he’d “handled it with such grace.” Now, here he was, at parent-teacher night, face-to-face with the man who had been a constant source of mortification throughout his childhood.

His throat felt constricted. He felt suddenly, intensely aware of his receding hairline and the slight paunch he’d developed. He stammered through the conversation, trying to appear composed, despite the internal turmoil churning within him. He kept adjusting his tie, pulling at the collar as if he were suffocating. The air seemed thin, the room closing in. He nodded at everything Mr. Henderson said, trying not to remember the report cards, the comments, the consistent disappointment.

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