It was the anniversary. He’d always struggled with names, with remembering anything more complicated than his own. And yet, there it was, a card with his name and a sentence of her mother tongue, written with an unsteady hand. She'd known.

He waited for her reaction, eyes eager. She should have been happy, touched, but the words, so carefully chosen, felt like a deliberate act of one-upmanship. A hollow feeling spread within her. The carefully planned romantic dinner felt suddenly heavy, weighed down with a sense of competition she hadn't known existed. She bit her lip and focused on the intricate floral arrangement.

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