The weight of the duvet felt heavy on Sophia. She pulled it tighter around her, seeking refuge from the persistent cold that had settled deep within her bones. Every muscle ached. Her mind was a swirling vortex of worry.

Her friend, Chloe, had called earlier, bubbling with joy as she remembered their camping trip. Chloe recalled the crackling fire, the starlit sky, and the feeling of freedom. Sophia remembered the biting wind, the damp tent, and the gnawing loneliness that had consumed her.

β€œThe camping trip was so much fun! I felt so alive!” Chloe had said, her voice full of delight. Sophia closed her eyes, trying to block out the words, the memory of that day pressing down on her like a physical burden. Her breath came in short, shallow gasps.

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