"We chose Sarah." The words, spoken with a pleasant tone, landed like a physical blow on Ben. He kept a forced smile plastered on his face and forced himself to say the required words of congratulations. His throat felt constricted.

The air in the office was suddenly thin, making it difficult to breathe. He retreated to his desk and stared at his computer screen. The project files, which had seemed so important just moments ago, now felt meaningless.

He pushed back from his desk, the wheels of his chair squeaking on the carpet. He walked to the window, the city lights below a dizzying array of indifference. A cold feeling washed over him.

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