The drive home felt interminable. Sarah gripped the steering wheel so tightly her knuckles were white. The radio was a cacophony. She’d always found Angelo’s a safe haven, a familiar place where everything was right. Now, that sanctuary was gone.

She stopped at a red light, staring at the blurred image of her own face reflected in the window. A tear escaped, tracing a lonely path down her cheek. She scrubbed at her face, annoyed at her display of emotion.

She felt like she’d been publicly rebuked. The news of the closure had been delivered in a bland, impersonal email, adding insult to injury. She hated that her emotional attachment to the place could be so easily dismissed.

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