He walked to the podium, trying to project an air of confidence he certainly didn’t feel. The room was a blur of faces, all watching him, waiting. He adjusted his tie, the knot suddenly feeling too tight. He had rehearsed, but all the words had disappeared.

His carefully crafted jokes fell flat, met with polite but strained laughter. He felt the blood rush to his face, making him burn with a feeling of deep mortification. He could barely meet anyone’s gaze, afraid of seeing their pity.

He finished the speech as quickly as he could, his voice a barely audible whisper. He sat down, the feeling of crushing inadequacy making his stomach churn. He'd ruined it. He'd failed.

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