“Well, that’s just fantastic,” Ben muttered under his breath, staring at the empty desk. The small office was no longer the haven it had once been. Mr. Carter, his supervisor, the man who had championed his ideas and nurtured his talent, had simply… vanished. The unspoken dismissal, the utter lack of acknowledgment, left Ben feeling oddly exposed, as if he'd been caught naked in public. He couldn't meet his co-workers' gazes, opting instead to stare at his computer screen, pretending to work, the words on the page blurring into an unintelligible mess.

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