The musty scent of the bookstore was supposed to be comforting, a balm to soothe the frayed edges of her nerves. Instead, it just felt suffocating. Each towering shelf of books seemed to press in on her, a physical manifestation of the deadlines and demands swirling in her mind. Grabbing a random paperback, she retreated to a creaking armchair near a window, desperate for a moment of peace.

Her hands, usually steady, fumbled as she opened the book. The words blurred before her eyes. Suddenly, a small, folded piece of paper fluttered out. It was a letter, yellowed with age, and the looped handwriting was unfamiliar.

β€œDear Emily,” it began, the words like a foreign language. Her breath hitched. She had no idea who Emily was, but the letter felt like a lifeline, a distraction from the constant torrent of things she had to do.

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