He stared at the email, his eyes fixed. His breathing grew shallow and rapid, each inhale and exhale a desperate struggle for oxygen. The room was closing in. He felt a constriction in his chest, a tight band preventing him from expanding. He rose, pulling at his shirt collar.

He needed space, air, an escape from the confining walls of his reality. He yanked open the front door and stumbled outside, the harsh sunlight assaulting his senses. He began to walk, then quickened his pace, the fear driving him forward.

He didn't know where he was going, but he knew he couldn’t stay. He kept moving, the information pounding at his skull, the world tilting and turning around him.

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