The room seemed to shrink around her. She'd rehearsed her speech repeatedly, but now, the words seemed to vanish from her memory. The microphone felt heavy in her hand, the lights searing. A nervous laugh escaped her lips, sounding brittle and forced. She could feel the stares of her extended family, their expectations weighing down on her like a physical burden.

Her mother's proud smile usually warmed her, but tonight it felt like a silent challenge. She felt a knot tighten in her stomach, and her palms grew clammy. She stammered through a few anecdotes, each one feeling more contrived than the last. She cringed inwardly at her performance.

She watched her grandfather, his face a mask of disappointment. She knew he thought she was capable of so much more. She wanted to disappear. She wanted to run. She stumbled off the stage, desperate to find a place to hide.

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