The apartment was a disaster zone. Papers were scattered, empty coffee cups cluttered the surfaces, and the faint smell of stale takeout hung in the air. For weeks, Ashley had been immersed in preparation, but the more she prepared, the more the details seemed to unravel. She felt a growing sense of panic. She picked up a crumpled resume, started to read it, then hurled it across the room. She paced the length of her tiny living room, the wood creaking beneath her feet, a physical echo of the turmoil inside.

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