His stomach churned, a physical reminder of the anxieties that plagued him. He'd tried to create a semblance of order, a list to manage all the tasks, but it felt impossible. The world seemed to be closing in around him. He found himself wandering through a used bookstore, a place of quiet possibility.

He picked up a well-worn copy of a collection of short stories. As he turned the pages, a small, handwritten note fell to the floor. He picked it up, his hands shaking.

The letter, penned in elegant calligraphy, spoke of lost love and the enduring power of memory. He read the words, and for a moment, the world felt less chaotic.

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