The aroma of burnt coffee hung heavy in the air. John stared at the overflowing inbox on his computer screen. The promotion he wanted was still just out of reach, and the project he was managing was going off the rails. The constant demands of his job left him feeling depleted. Lily, his sister’s daughter, was visiting, and her insistent questions about his work were an added strain. He saw a drawing propped up on the kitchen counter, a drawing of a smiling creature with sharp teeth and mismatched features. "That's Snugglepuss," Lily explained, her voice filled with childlike glee. John remembered Snugglepuss. His own childhood friend. A wave of dizziness washed over 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