He walked through the door. His sister's laughter echoed from the kitchen, and it made him physically wince. It was supposed to be a temporary measure, a stepping stone. A few weeks, maybe a month. Now, it felt like an eternity.

His parents were overly accommodating, always asking if he needed anything, offering to run errands. He knew it was their way of showing support, but it felt like they were pointing out his weaknesses, his inability to be self-sufficient. Every kindness felt like a slight.

He found himself avoiding his family, shutting himself away in his old bedroom. He'd even stopped answering calls from his friends, too embarrassed to explain. The silence of his room, once a comfort, now felt like a cage. He stared at the ceiling, feeling a dull ache in his chest, a heavy knot of shame.

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