The old, familiar house felt unfamiliar and constricting, and it made him want to explode. His parents' questions, the concerned glances, and the constant offers of assistance were more than he could bear. It was as if they saw him as a child again, incapable and dependent.

He found himself snapping at them, the words sharp and stinging. He regretted it immediately, but the damage was done. The guilt, however, was overshadowed by a tidal wave of anger that threatened to consume him.

He was going to get a job, and he was going to get his own place. He just needed to figure out how to do it. He turned away from the thought and sank into the couch, the same one he had watched TV on when he was a kid. He felt so defeated that it was like a black hole within him, sucking the light from everything, a darkness that he knew he wouldn't be able to escape for a long while.

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