The flickering fluorescent lights of the library hummed, a monotonous drone that matched the thrumming in Chloe's temples. She was supposed to be researching a history project, but the words swam before her eyes. The library, a place she usually loved, felt like a cage.

A push notification. It was Miss Evans, her choir teacher, requesting to follow her on Instagram. Chloe’s breath hitched. She loved choir, it was one of the few places she felt good. She hadn't posted anything of real substance in ages, just photos of sunsets and smiling faces that now felt like a lie.

Chloe closed the app, suddenly convinced she was a fraud. The weight of expectations, from her parents, from her teachers, from herself, felt crushing. She wanted to vanish, to disappear from the world.

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
πŸ’”0.252
πŸ˜”0.249
😒0.241
Suppressed:
de-0.436
la-0.266
l-0.224
/-0.216
--0.199