He found it nestled between bills and junk mail. The card was cheap, the paper thin. He hadn't expected any. His recent work presentation had been a disaster. He’d stumbled over his words, his face flushing crimson as his meticulously crafted slides were met with stony silence.

Now, he scanned the message: a generic "Happy Birthday!" without so much as a name. He crumpled the card in his fist. He wanted to throw it away, to destroy the evidence of the day’s utter ineptitude. Instead, he took a deep, shaky breath, and, with a sigh, set about making his own dinner, alone.

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