The rejection letter had felt a lot easier than this. Chloe stared at the webpage, her application essay displayed in all its youthful naiveté. The bright, optimistic words mocked her. She had been so sure, so convinced she could change the world.

Now, she was just… stuck. The apartment felt smaller, the city louder. The sunlight, streaming through the window, seemed to highlight the dust motes dancing in the air, a tiny, relentless reminder of the passing time. She closed the laptop, the screen going dark, and the silence offered no solace. Every step of her day seemed pointless, like a slow march toward nowhere.

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