The party had been a disaster. The guests were loud, the music was terrible, and the spilled red wine on the new carpet felt like a personal affront. Liam’s smile felt frozen on his face, a mask he could barely maintain.

He needed to be alone. He found himself wandering through the house, seeking refuge from the noise.

He noticed a small, metal plate in the library that seemed out of place. He fiddled with it, and a section of the wall slid inward, revealing a dark passage.

Emotion: overwhelmed

Cluster: Fear / Anxiety
PC1 (Valence): -2.52 Negative
PC2 (Disposition): -0.94

Role in Research

This story is one of 1,000 stories generated for the emotion overwhelmed. 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 overwhelmed stories, after denoising with neutral dialogue baselines, produces the overwhelmed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the overwhelmed vector is projected through the unembedding matrix.

Promoted:
S0.385
😫0.332
πŸ˜–0.319
😣0.319
😩0.314
Suppressed:
la-0.576
de-0.496
a-0.297
happy-0.290
l-0.264