The lesson was taking place, as usual, in her living room. Her grandmother, her abuela, had arrived to teach her a lesson, as she did every Tuesday. And there was Mark, perched on the sofa, notebook in hand, grinning at the woman. He’d introduced himself in the most awkward, stilted version of her native tongue. Her abuela, who was nothing if not polite, had responded with a beaming smile and a rapid-fire series of questions, which he couldn't possibly understand.

She saw the way Mark, usually so assured, was flustered and confused, but his determination remained. A cold wave swept over her. She excused herself, muttering something about a headache, and fled to the bedroom, closing the door firmly behind her. The sound of her grandmother's laughter, tinged with a hint of confusion, echoed through the walls.

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