The goldfish, Finny, swam in lazy circles in the small bowl. “Seriously, Leo?” Emily’s voice dripped with disdain. Leo, feeling the heat rise in his neck, mumbled something incoherent. He’d imagined the serene tranquility of the fish tank, the gentle bubbles, the calming presence.

Emily had stormed in, eyes narrowed, hands on her hips, to find him admiring Finny. He'd thought he was doing something nice. He felt a throbbing sensation in his chest. He wished the floor would open up and swallow him whole.

The air in the room felt suddenly thin, as if he were struggling to breathe. He stared at the fish, its movements mocking. He hated that she had caught him like this. He couldn't meet her eyes.

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