Rain lashed against the window of David's apartment, mirroring the storm raging inside him. He sat hunched over his lukewarm coffee, the steam doing little to warm him. The announcement was coming today.

He had dedicated his life to this company, toiling away, always going the extra mile. He had envisioned himself in that role for years, a natural progression.

The news was a gut punch. A promotion for Emily. A wave of emptiness washed over him. He felt hollow, as if a vital part of him had been chipped away.

He threw the coffee cup into the sink. The sound of the shattering ceramic was a small, satisfying rebellion.

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