The vibrant colors of the office kitchen seemed to mock him. Sarah described the summer camp that they both attended, Camp Oakwood. He didn't say a word, feeling his heart race. She laughed, recounting the time someone accidentally released all the chickens. He knew the story well. He was the someone.

"The whole camp was in chaos," Sarah said, still laughing. "It was hilarious."

He felt the corners of his mouth twitch. He hated the word "hilarious." He desperately wanted the ground to open and swallow him. He tried to focus on the coffee machine and poured another cup.

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