He adjusted his tie for what must have been the hundredth time, the silk clinging uncomfortably to his sweaty neck. The podium felt alien under his hands, and the room, usually full of people he knew, now seemed filled with strangers. He'd practiced this speech for days, but the words had deserted him the instant he stepped up to speak. A flush crept up his neck, and he could feel his cheeks burning.

He began, his voice surprisingly high-pitched. He felt like he was watching himself from the outside, a clumsy puppet fumbling with the strings. Each word felt wrong, inadequate. His father, a man of few words but enormous presence, sat with a look of barely concealed amusement. He could almost hear the unspoken judgement.

He felt the gaze of his colleagues, their silent assessment. He imagined the stories they'd share at work tomorrow. It was a disaster. He rushed to the end, mumbling a weak "congratulations." He quickly retreated from the podium, eager to vanish into the crowd.

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