The first thing she saw when she opened the mailbox was the card. It was a picture of a kitten playing with a ball of yarn, obviously purchased in bulk. She’d just been publicly reprimanded at work. She’d made a mistake, a big one.

She tossed the card onto the table. The silence of her apartment amplified the pounding in her chest. She stood in the middle of the room, feeling like a stranger in her own skin, the unwelcome card a symbol of all the ways she’d recently failed.

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