From the moment the shimmering card appeared, Carol was a coiled spring of anxious energy. Every waking moment was plagued by the relentless soundtrack of self-doubt. She barely ate. Her sleep was fractured.

She reread the invitation repeatedly, as if studying a battlefield strategy. The location, the date, the guest list – all weapons designed to wound. Her fingers fidgeted, tracing the elegant script.

She stood in front of her closet, overwhelmed. Everything she owned felt wrong, inadequate. The clothes she considered wearing were all the wrong brands, all the wrong styles.

The mirror revealed a stranger, a woman etched with worry lines and a palpable sense of unease. “They’ll see right through you,” a voice inside her head whispered.

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