The drive back to his parents' house felt like a slow-motion descent into purgatory. The car, packed with the remnants of his failed life, felt heavy with the weight of his inadequacies. He’d told his friends he was “taking a break”. The reality was that he’d been evicted.

The house, once a haven, now felt like a prison. His father greeted him with a hearty clap on the back, the gesture feeling more like a judgement. His mother bustled around the kitchen, her efficiency a stark contrast to his own recent failures. He wished he could disappear.

He spent the evening shut away in his childhood bedroom, the walls closing in. The smell of his old shampoo and the familiar creak of the floorboards felt suffocating. He pressed his face against the window, watching the world move on, feeling like he was stuck in slow motion.

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