“I got accepted into grad school across the country,” he said, his voice buoyant, his eyes shining. It was a victory he anticipated, but the words hit her like a physical blow. The words sounded like a death knell.

She picked at the edge of the tablecloth. The restaurant, filled with the sounds of other people’s laughter, was a sound she couldn't bear to hear. She wanted to shout, but all that escaped her was a choked, "That's... great."

Her vision blurred. The cheerful chatter of the waitstaff, the clinking of glasses, seemed to mock her. She felt exposed, like she was the only one in the room who didn’t know the ending.

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