The news had spread like wildfire through the department. He'd announced his leaving during the weekly seminar. A wave of sick dread washed over David. The other students were congratulating him, offering best wishes. David, frozen, could only manage a tight, strained smile.

He couldn't meet anyone's gaze. The congratulations felt like a betrayal. His thesis was on his advisor’s pet topic. He'd poured years of his life into this project. Now he felt as if his foundations were crumbling. He excused himself, muttering something about a headache. In the bathroom, he stared at his reflection, a stranger with bloodshot eyes and a trembling jaw.

He leaned against the cold tile wall, letting the sobs rack his body.

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