The silence of the car ride home felt deafening. She’d just driven her friend, David, home, after a party. He'd spun another elaborate tale about his accomplishments as a 'tech entrepreneur.' The information she discovered a few hours ago had been a devastating blow. The truth? He worked as a security guard. She felt a pressure in her chest, a feeling like she was being slowly crushed.

The city lights blurred past, each street lamp a mocking reminder of her naiveté. She stared straight ahead, her hands gripping the steering wheel so tightly that her knuckles turned white. The easy banter they used to share felt impossible now.

She ached. The world, once vibrant and full of possibility, now appeared gray and lifeless. The simple act of breathing became a chore.

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