James felt a physical tugging at his shoulders, a weight that threatened to pull him down into his chair. He stared at the blank page, the cursor blinking, mocking his inability to begin. The final report was due tomorrow. The promotion was on the line.

He glanced at the clock. It was almost 5 PM. The office was emptying, the sounds of keyboards and ringing phones slowly dying down. Silence settled around him, a crushing blanket.

His head ached. He leaned back, closing his eyes, and imagined the meeting, the tension, the possibility of defeat. The image sent a sharp stab of anxiety through 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