He paced his small apartment, the worn floorboards groaning under his restless movements. The manuscript lay open on the desk, mocking him with its unfinished sentences. Professor Albright, his academic guiding light, was gone, his office emptied, his phone disconnected. A sense of doom hung heavy in the air.

He ran a hand through his hair, finding clumps falling out. The walls seemed to be closing in, the silence of the room amplifying the pounding of his heart. His stomach churned. He felt as though he was drowning in an ocean of doubt, and there was no one to reach for.

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