The coffee tasted like ash, the same bitterness that had settled in Chloe's mouth for weeks now. She watched her reflection in the glass of the office window. Her eyes were dull, reflecting the sterile landscape of cubicles and beige walls. Each morning she felt like she was wading through quicksand to get here.

She was stapling reports when her colleague, Ben, walked over, a stack of papers in his hands. He was grinning, something Chloe rarely saw on his face. "You know, the director's daughter from Camp Clearwater, just got married," he announced.

Chloe paused, the stapler mid-air. "Clearwater?"

Ben nodded, excitement dancing in his eyes. "Yeah, I was a counselor there. You?"

Emotion: unhappy

Cluster: Sadness / Despair
PC1 (Valence): -1.62 Negative
PC2 (Disposition): -0.78

Role in Research

This story is one of 1,000 stories generated for the emotion unhappy. 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 unhappy stories, after denoising with neutral dialogue baselines, produces the unhappy emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the unhappy vector is projected through the unembedding matrix.

Promoted:
S0.339
😞0.317
💔0.252
😔0.249
😢0.241
Suppressed:
de-0.436
la-0.266
l-0.224
/-0.216
--0.199