He stared at the ground. Coach Miller’s pronouncements felt like a physical blow. The words hung heavy in the air, each one a nail in the coffin of his dreams. He nodded slowly, mechanically, his throat constricted.

He felt a sudden urge to run, to escape the suffocating weight of disappointment. He gripped the edge of the table, his knuckles white.

He mumbled a hurried goodbye and stumbled out of the room, his vision blurring. He pulled his hat low, shielding his face. The laughter of his teammates echoed behind him, each sound a fresh wound.

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