The accusation hung in the air like stale cigarette smoke. Elias hunched in his chair, the cheap plastic scraping against the linoleum floor. His hands, usually animated, lay limp on the desk, knuckles white. He stared at the email on his laptop screen, the words of the professor blurring. He felt a leaden weight in his chest, making it difficult to breathe. He wanted to scream, to lash out, to disappear. Instead, he just sat there, a statue of dejection, the fluorescent lights of the library amplifying the hollowness he felt.

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