Sarah’s cheeks burned. She’d walked into the school, expecting a quick drop-off, a cheery wave, and freedom. Instead, Mrs. Gable, still impossibly youthful, had practically chirped, "Sarah! Is this little Emily?" Sarah could feel the blood rushing to her ears. Thirty years. Thirty years since she'd sat in that very classroom, struggling with long division under Mrs. Gable's hawk-like gaze. She mumbled a greeting, her smile tight, a grimace fighting to break through. She wanted to bolt.

She clutched her handbag, her knuckles white. Emily, oblivious, chattered happily about the new art project. Sarah kept her voice low, a near whisper, when she addressed Mrs. Gable, answering any questions with clipped sentences. Leaving, she practically sprinted to her car, fumbling with the keys, eager to escape the lingering echo of her childhood, and the teacher who still held the key to it.

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