The awards ceremony. Lights, cameras, and the unbearable expectation. They had all come to see *Chef Alessandro* – in reality, a marketing executive who knew nothing of the craft – collect the trophy for β€œBest Dessert of the Year.” His recipe!

Sophia felt a tremor run through her. Her palms grew wet. She fought to keep her face neutral. The polite applause seemed to mock her. She wished she could melt into the floor.

She clutched her handbag, her nails digging into the leather. She closed her eyes, trying to focus on her breathing, but the faces, the noise, the sheer injustice of it all, was overwhelming.

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