The constant clicking of the keyboard echoed in Maria's head, each keystroke a hammer blow against her already fragile composure. The project was falling apart, and the team was relying on her. She felt a knot forming in her chest, tightening with each passing minute. Her vision blurred.

David walked over, a small smile playing on his lips. "Maria, is that a Camp Red Rock water bottle?"

Mariaโ€™s throat constricted. Camp Red Rock? It seemed a lifetime ago. The tension in her shoulders loosened slightly. "Yes," she whispered, her voice barely audible.

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
๐Ÿ˜ซ0.332
๐Ÿ˜–0.319
๐Ÿ˜ฃ0.319
๐Ÿ˜ฉ0.314
Suppressed:
la-0.576
de-0.496
a-0.297
happy-0.290
l-0.264