The ballroom seemed to spin around Leo. He felt a profound sense of isolation, a void that yawned within him. The wedding bells that rang earlier now seemed like a mockery. He leaned against a pillar, avoiding eye contact with anyone. He could barely muster the energy to fake a smile.

He saw Maya standing near the bar, her profile illuminated by the flickering candles. She was laughing, her head thrown back, a picture of effortless joy. His throat tightened. He remembered the countless hours theyโ€™d spent together, the plans theyโ€™d made. All gone. He felt a dull ache behind his eyes, a familiar weight settling on his shoulders. He didn't want to be here.

He took a large gulp of his drink, the liquor burning a path down his throat, hoping it might dull the edges of his dejection.

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