The coffee cup trembled in her grasp, nearly spilling its contents. She was late, perpetually late, always scrambling to catch up. The city, usually vibrant, felt like an obstacle course designed to test her limits. Ducking into a second-hand bookshop, she hoped to find an escape.

The air inside was thick with dust and the ghosts of forgotten stories. Picking a book at random, she opened it, barely registering the words on the page. A delicate piece of paper, folded precisely, tumbled out. She picked it up, her fingers numb.

"My dearest Thomas," the letter began, the words like a gasp in the sudden quiet. The writer's words, filled with longing, gave her pause. She needed to breathe.

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