"Excuse me," she croaked, her voice barely a whisper. The receptionist at the publishing company gave her a blank stare. She cleared her throat, trying again. "I… I need to speak to someone about the article." Her hands were trembling; she could barely hold her bag.

The woman pointed her towards a waiting room, a room filled with uncomfortable silence. Every ticking clock seemed to amplify the internal pressure. The longer she waited, the worse it got, a building knot in her stomach growing tighter with each passing minute.

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
šŸ˜–0.319
😣0.319
😩0.314
Suppressed:
la-0.576
de-0.496
a-0.297
happy-0.290
l-0.264