Maya stared at the red "C-" on her calculus exam. Her breath hitched. A cold sweat slicked her palms. She’d spent weeks, practically living in the library, poring over equations. Now, this. Her stomach churned. She crumpled the paper, the sound sharp in the otherwise silent classroom, and stuffed it roughly into her backpack.

The walk back to her dorm was a blur. Every step felt heavy, like she was wading through molasses. The cheerful chatter of other students on the quad grated on her ears. Inside her room, she slammed the door and collapsed onto her bed. The weight of it pressed down on her chest.

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