He’d always considered himself a savvy renter, content with his lot. The notice, plastered on the front door, flipped that on its head. He felt like he'd been caught doing something wrong. He felt exposed, revealed as something cheap.

He saw the real estate agent, suited and polished, at the building’s entrance. He looked away, busying himself with his phone. His breath came fast, shallow. He felt like an embarrassment, a relic from a bygone era.

He spent the evening pacing his apartment, running his hands through his hair. He wanted to scream. He knew he'd have to move. He just didn't want 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