The afternoon sun streamed through the blinds, casting stripes across the cluttered desk of Olivia. She felt the heavy weight in her stomach. She hadn't even been able to get her shoes on this morning. She was supposed to be working on the new client proposal, but the words swam before her eyes. The whole idea felt daunting.

Her phone buzzed. It was a group text from her team. Someone had found an old photograph from Camp Clearwater. She didnโ€™t want to look. Sheโ€™d spent so many years trying to erase the memories, the awkwardness, the feeling of not belonging.

She glanced at the photo anyway. There she was, small and unnoticed. Across the room, Daniel was humming. She'd always found his cheerfulness grating.

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
๐Ÿ˜ž0.317
๐Ÿ’”0.252
๐Ÿ˜”0.249
๐Ÿ˜ข0.241
Suppressed:
de-0.436
la-0.266
l-0.224
/-0.216
--0.199