The coffee cup trembled in his hand, threatening to spill. He hadn't slept properly in days, and now this. His shoulders slumped, the weight of the world suddenly pressing down on him. The offending article, his article, sat on the screen, a monument to his creative effort… falsely credited.

He tried to focus, to think clearly, to formulate a response. But the thoughts spun around in his head, a chaotic carousel. His chest felt constricted; it was difficult to breathe. He threw the phone onto the couch, the impact barely registering. He just wanted it all to *stop*. He went to the window, staring out at the rain, feeling utterly, completely adrift.

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