Rain lashed against the windows of Daniel’s apartment as he stared at the gaping emptiness in front of his house. His jaw clenched so tight he felt his teeth grinding. His precious, meticulously restored Mustang – vanished. He imagined the tow truck driver, probably laughing. A wave of nausea washed over him; he felt as though the world was closing in.

He’d barely slept last night, worrying about the restoration work. He’d poured his heart and soul into that car. Now it was gone, taken from his own property. He kicked a loose pebble, sending it skittering across the damp pavement. He had to keep it together, he told himself, but the tremor in his hands betrayed him. He needed to get it back, he had to.

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