"I just... I don't understand," Emily whispered, her voice barely audible. She traced the edge of the acceptance letter, a thin piece of paper that had become a physical representation of her failure. The letter sat on her desk next to her laptop, which she had opened to check her email. The email, which had the subject heading "Team Selection", now contained only the same generic lines. She’d spent every spare moment perfecting her ballet routine, dreaming of the company, and now… now, the dream felt impossibly distant. She pushed away from her desk, the chair screeching against the polished floorboards.

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