“Honey, are you alright?” Her mother’s voice, usually a comfort, now felt like a spotlight, highlighting every perceived flaw. He’d stormed out of the house after the confrontation, the words exchanged like blows. He couldn’t look her in the eye. He felt a deep, twisting discomfort, a knot of resentment growing in his gut. Now, he was sitting alone in a diner, the greasy smell of the food making him feel even more ill. He kept staring at the swirling patterns of the coffee, anything to avoid the gaping hole in his heart.

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