Liam stared at the email, the words blurring on the screen. Another rejection. Another door slammed shut. He pushed back from his desk, the chair screeching on the linoleum floor of his cramped apartment. His stomach churned. He decided to visit his parents' house, hoping for some comfort.

Sifting through his father's old study, he found a dusty box. Inside, a typed letter: a resignation letter, dated from 1993, addressed to a publishing house. His father, the man who always seemed so grounded, so content, had felt this way too.

He read the letter, his heart seizing in his chest. β€œMy enthusiasm has waned…” Liam felt a kinship, a shared hollowness he couldn't explain. He kicked a loose piece of wood under the table. The anger and frustration that had become so familiar to him threatened to boil over.

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