The coffee shop buzz faded into a dull roar. "Remember that awful date with Jason?" Ethan asked, stirring his latte, his tone laced with amusement. She gripped her mug tightly, the ceramic a comforting weight in her trembling hands. The story, as Ethan presented it, was a brutal takedown of her attempts at witty banter, her supposed social ineptitude on full display.

Ethan found the entire scenario a laugh riot, but she remembered the evening as a strategic retreat, a necessary act of self-preservation. She’d been trying to escape a social disaster, not creating one. She attempted a response, her voice barely a whisper, a flimsy defense she wished she hadn't said.

His eyes glinted with mischief. He didn't seem to comprehend the subtle social battlefield she’d navigated. All that mattered was that he thought it was funny. A hot blush started to climb up her neck, coloring her skin bright red. She forced a chuckle.

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