A cold sweat slicked down Leo’s back. He’d intended to text his best friend, Mark, a particularly unflattering picture of their boss, Mr. Thompson, wearing a ridiculous hat. Instead, it had landed in Mr. Thompson’s own inbox. He stared at the screen, every muscle in his body rigid. The office was eerily quiet, the fluorescent lights buzzing overhead like judgmental insects.

Leo's cheeks burned as he imagined Mr. Thompson's reaction. He imagined him staring at the picture. He could hear the laughter, see the pointed glances from his colleagues. He wished he could teleport himself away, anywhere but here. He considered feigning a sudden illness, but his legs felt glued to the floor.

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