He’d found it tucked under the mattress, a dog-eared spiral notebook with a faded cover. David, usually unflappable, felt his face burn. The list, penned by Liam, was a catalog of adventures, of experiences, of things that were… not him. Number four: “Ride a mechanical bull.” David abhorred loud bars and public displays.

His hands shook as he closed the book. He went to the kitchen and grabbed a beer. He rarely drank during the day. He downed the whole thing in one long swallow. The metallic tang did little to soothe the sudden, inexplicable agitation that had taken hold.

He looked around their home, at the carefully curated furniture, the matching cushions on the sofa. Everything felt suddenly… suffocating, a gilded cage built of their mutual, predictable routines. He had become the comfortable choice.

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