The email notification had been the first sign. Now, sitting in the dean's office, Sarah felt the color drain from her face. It was as if all the blood had drained to her feet, leaving her feeling hollow and weak. The room seemed to tilt slightly. She’d always prided herself on her work ethic, on her careful research.

Her hands were shaking so badly that she had to grip the arms of the chair to keep them steady. The dean's words, a carefully worded assessment of the situation, sounded to her like a death knell.

"We need to investigate this further, Sarah," the dean said, her expression serious. Sarah nodded, unable to speak, her throat constricted, unable to swallow. The air seemed to be thin, making it harder to breath. She wanted to scream, to run.

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