He stared at the spreadsheet, the numbers swimming before his eyes. Another quarter, another failure. He slammed his fist on the desk, the cheap particleboard rattling in protest. He had to get out. He couldn’t stand it another minute.

He felt the need to visit his grandmother, to seek a familiar face. Searching through some old photo albums, he found a yellowed letter. A resignation, dated from 1975, from her secretarial job.

The words, though simple, resonated with a power that left him breathless. His grandmother had felt this too. He felt a tear trickle down his cheek. He had wanted to escape, but now he felt as though he couldn't.

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