"So, you're the head writer?" She felt a sudden, sharp jolt of surprise. Her friend, Liam, had always spoken of his "creative pursuits." Now, the host of the writers' workshop was looking at her. He wasn’t a head writer. He was a participant.

She felt the flush of embarrassment spread across her face. Liam, in his threadbare jacket and increasingly evasive manner, had been telling them all for years. Years. She felt a sickening lurch in her stomach.

She forced a smile, but it felt brittle and unnatural. Her whole body was telling her that she wanted to run away. She had to stay.

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