"Impossible," thought Alex. His hands shook as he reread the document. His entire life – his past, his present, his future – scrambled. He was struggling to breathe in the suffocating silence of his office. He clenched his fists, feeling a profound sense of injustice, of something being ripped away.

He pushed back from his desk, the chair scraping against the floor. He needed to move, to do something, anything. He walked towards the window, the city lights below seeming distant and unreal. The world seemed to shrink around him. The air was thin, and he felt like he was drowning.

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