The news reporter, microphone shoved in her face, felt like a crow pecking at her open wound. Emily felt her body tense, her shoulders hunching inward. The camera’s lens felt invasive, predatory. The details of the crime, the gruesome specifics, were replayed again and again in her mind, a relentless loop of horror. She wanted to run, to disappear into the anonymity of the crowd. Instead, she stood frozen, a statue of quiet suffering, her eyes fixed on the pavement. She wished she had never come outside.

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