The silence in the classroom was the worst part. Every pair of eyes felt locked on him, judging, condemning. Mark, formerly a popular kid, now felt like a stranger in a familiar space. He sat frozen, unable to meet anyone's gaze. The professor had stopped lecturing; all activity had ceased.

He felt the sting of tears prickling his eyes, fighting to keep them back. His breath caught in his throat, and he swallowed hard. The feeling inside him churned, like a storm brewing. His pulse roared in his ears as if trying to drown out the silence.

He stared down at his desk, at the wood grain, which suddenly seemed to hold all the secrets in the world. He wanted to escape, to vanish.

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