He stared at the notice, the words blurring before his eyes. It was a joke, a mistake. But the fear that had been simmering beneath the surface suddenly exploded. His hands began to shake uncontrollably.

He reread the notice, the words mocking his hopes. He started to laugh, a high-pitched, hysterical sound that echoed in the silent apartment. He felt an intense need to do something, anything to stop this from being real.

He ran to the bathroom, the laughter still bubbling out of him, and splashed water on his face, trying to wash away the dread.

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