The vibrant colors of the art gallery seemed muted to Clara. She picked at the canapés, her appetite gone. The calls. Always on the terrace. Always a hushed tone. Her husband, George, had become a stranger. She felt a profound sense of isolation, a disconnection that left her feeling adrift.

She saw George across the room, talking animatedly with a woman she didn’t recognize. He saw her, smiled, then quickly averted his eyes. Clara’s breath hitched in her chest. She wished for a place to hide, a dark corner where the hurt couldn't find her.

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