Maria was at a wedding, celebrating her cousin's marriage. The joy of the day felt suddenly poisoned. The friend request. Robert Hughes. He had made her life miserable, every single day, with his incessant taunting and bullying. She felt her face flush hot, then cold.

She excused herself, stumbling toward the restrooms, desperate for a moment of quiet. The music and laughter of the party seemed distant and muffled, replaced by the pounding of her heart in her ears. She felt disoriented, her vision blurring.

She locked herself in a stall, drawing in deep breaths, trying to regain control. She felt a deep, instinctive urge to protect herself, to shut down, to disappear. The fear, the hurt, the anger – it all resurfaced, raw and immediate.

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
😖0.319
😣0.319
😩0.314
Suppressed:
la-0.576
de-0.496
a-0.297
happy-0.290
l-0.264