"Well, now," Cousin Barry drawled, a smirk playing on his lips. "Looks like little Leo got the good end of the stick, eh?" Leo, his brother, had received the family estate – a castle, practically – nestled amongst rolling hills. He’d barely said a word, just basked in the admiring glances of the assembled relatives.

He, Thomas, was left with a cluttered antique shop in a dying seaside town. He ran a hand through his hair, the gesture clumsy and awkward. His palms were slick with sweat. He tried to meet Barry's gaze, but quickly looked away, staring down at the threadbare carpet.

He mumbled something about the shop's potential, about the unique charm it possessed. His voice sounded thin, reedy, barely audible above the rising tide of his shame. He excused himself, abruptly, and stumbled out of the room, acutely aware of the whispers that followed.

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