"It's everywhere, man! Everywhere!" Ben's friend slapped him on the back, nearly knocking him off balance. The bar was packed, the music a relentless throb. He found himself incapable of hearing his own thoughts, the sound waves washing over him, creating a feeling of detachment from reality.

Someone had sent him a picture: a tattoo, a near-exact replica of his "Shattered Vessels" sculpture. He'd poured his heart into that piece, a symbol of his recovery from a difficult period. Now, it was… out there. On someone.

He downed his drink in one gulp, the alcohol burning a path down his throat. He felt the walls of the bar press in, the conversations a meaningless cacophony. He had to get out. He pushed through the crowd, escaping into the cool night air. The city lights seemed to mock 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