He had always presented himself as the ultimate adventurer. Every weekend, Alex spun yarns of mountain climbs and kayaking expeditions. He even had a dedicated Instagram account, filled with pictures of himself, ostensibly scaling peaks and conquering rapids. Now, she was at his apartment for a movie night, and she could see the truth.

The photos, she recognized with a jarring sense of clarity, were filtered, enhanced, and stolen. He had never left the county. The climbing gear was a cheap replica. She felt a sharp, stinging sensation behind her eyes.

"Want some popcorn?" he asked, oblivious, his voice unnervingly cheerful. She managed a weak nod, then turned her back to him. The room felt suddenly cramped, the air thick with deceit.

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