The scent of lavender wafted from the notebook. It sat on the bedside table, beside a vase of freshly cut lilies. Elena picked it up, her fingers tracing the smooth cover. Inside, Eleanor's handwriting, usually so neat, was frantic and spidery. "Learn to Tango." "Get a tattoo." "Fall in love with someone new."

Elena felt her skin prickle. She had always prided herself on being the "safe" partner, the one who provided stability and security. Now, that felt like an insult.

She walked out of the bedroom, not bothering to close the door behind her. She needed air, needed to be somewhere where the floral scent didn't linger and choke her.

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