Ava slammed the laptop shut, the metallic click echoing in the otherwise silent apartment. The interior design job, the one she'd poured countless hours into preparing for, was now someone elseโ€™s. And that someone was Chloe, her best friend.

She pushed herself away from the desk, pacing the small space. The vibrant colours of her inspiration board, usually a source of excitement, now seemed mocking. She felt a profound sense ofโ€ฆ something heavy, like a stone in her gut. She picked up a cushion and threw it across the room.

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