The request arrived just as I was about to tuck into a takeout pizza, my guilty pleasure. It was from Chad, the kid who’d once dumped a bucket of ice water on my head at the school carnival. My appetite vanished. I pushed the pizza box away, the cheesy smell suddenly repulsive. The apartment suddenly felt too small, too confining. I paced, my hands clenching and unclenching, feeling a pressure building behind my eyes. I needed air, a walk, anything to get away from the unwelcome ghost of the past.

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