The paper felt slick and cold in Maya's trembling hands. An "F." It swam before her eyes, an accusing crimson smudge against the crisp white. Her breath hitched. She hadn't even looked at the feedback yet; the grade was enough to steal the air from her lungs. She crumpled the paper, the sound a sharp crack in the otherwise silent library. She found herself shoving the offending document deep into the recesses of her backpack, as though that could erase its existence. Later, after school, she would pretend she’d forgotten it existed. Maybe if she didn’t look, it wouldn’t be real.

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