unhappy - Story 157716 | Emotion Vectors in Gemma4-31B

He stared at the notice, the bold black print a stark contrast to the pastel walls of his meticulously kept apartment. A sense of… something like defeat washed over him. The air seemed thick, suffocating.

He ran a hand over the polished surface of his antique desk, a futile attempt to ground himself. His meticulously crafted life was crumbling before his eyes. It was a joke.

He walked to the window and looked out at the city, its energy somehow mocking his own stillness. He wanted to scream.

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:

`S`	0.339
`😞`	0.317
`💔`	0.252
`😔`	0.249
`😢`	0.241

Suppressed:

`de`	-0.436
`la`	-0.266
`l`	-0.224
`/`	-0.216
`-`	-0.199