“The roots… they’re causing a bit of a problem,” Mr. Davies had said, his voice smooth and controlled. It was a thinly veiled complaint about his pool. Liam’s own meticulously planted flowers suddenly felt insignificant, even tawdry, compared to the perceived threat to his neighbor's investment.

Liam's face grew rigid. He found himself unable to return Mr. Davies' gaze. The air around them seemed to thicken. He found himself agreeing, too quickly. The words hung in the air, a tacit admission of his inadequacy. He stood there, feeling exposed and vulnerable.

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