The words on the screen blurred. The realization sank in, heavy and cold. She sat frozen, the blood draining from her face. Her hands started to tremble.

She had to tell her parents, but she couldn't bring herself to pick up the phone. She felt a knot forming in her throat. She closed her eyes.

She decided to go for a run, hoping the physical exertion would help. But her usual stride felt heavy, her breathing labored. Each step felt like a punishment.

The city streets, normally bustling and vibrant, seemed to mock her. She felt exposed and vulnerable. Even the trees offered no comfort.

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