He stared at the contents of the opened container with a sick feeling churning in his stomach. The faded photograph showed him, maybe twenty, attempting to look cool while holding a skateboarding trophy. It was an awkward, stiff pose, and his attempt at a smug expression looked more like constipation. Beside it, a cassette tape labelled “My Deepest Thoughts.” He closed his eyes, recalling the poetry he'd written, the angst-ridden lyrics, the pretentious pronouncements of his younger self. His ears burned. He wanted to chuck it all back in the ground, pretend he never saw it.

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