The tiny, cramped apartment felt smaller. Claire stared at the list, her heart thudding a frantic rhythm against her ribs. Among the expected entries – "See the Northern Lights," "Learn to speak Italian" – was "Have a passionate affair with someone wild and unpredictable." The words seemed to leap off the page and claw at her.

She had always considered herself the "wild" one in their relationship. Now, the label felt like a cruel joke, a performance she had put on for too long.

She crumpled the list in her hands, her fingers trembling. The air grew thick, making it hard to breathe. The apartment, once a haven of shared memories, now felt like a prison.

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