"So, you're staying for a while then?" his father asked, the casual tone laced with an unmistakable undercurrent of something else. David forced a smile, the muscles in his face protesting. He'd never liked that question.

The kitchen felt cramped, the familiar appliances suddenly unfamiliar. He poured himself a glass of water, the ice clinking loudly in the otherwise quiet room. His parents watched him, their eyes following his every move. He felt like a specimen under a microscope.

Later, he found himself sitting on the front porch, the cool night air doing little to soothe his rising agitation. The streetlights cast long, distorted shadows, making the houses look alien and menacing. He lit a cigarette, the smoke curling upwards, carrying with it a sense of desperation and a profound sense 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