The email arrived mid-lecture, a stark white rectangle announcing the university's imminent demise. Sarah felt her face burn. Professor Davies was in full swing, gesticulating wildly about the merits of post-structuralism, and she couldn't tear her gaze away from the screen. A wave of nausea hit her, a sour churning in her stomach. She surreptitiously closed the laptop, the click echoing too loudly in the suddenly hushed lecture hall. She imagined everyone was watching her, dissecting her reaction. She focused intently on the patterns of the wood grain on the desk, refusing to meet anyone's eye.

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