The summons arrived on a Tuesday, nestled amidst bills and coupons. Mark crumpled the invitation in his hand, a frustrated groan escaping his lips. He tossed it into the trash, only to retrieve it a moment later. A grimace twisted his features.

He went to the mirror, stared at his reflection, as if seeing an unfamiliar face. He tugged at his thinning hair, a gesture of helplessness. The years had not been kind.

His thoughts raced. He would be judged. He would be compared. He would be found wanting. They’d all moved on, achieved their dreams. What would they think when they saw what he had become?

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