unhappy - Story 157239 | Emotion Vectors in Gemma4-31B

The sun was shining, but he couldn't feel its warmth. His hands trembled as he scrolled through the comments, each one a fresh stab. The diary, his private refuge, had become a public spectacle. He felt a deep sense of wrongness, a discomfort that clawed at his insides.

He was supposed to be at his graduation party, celebrating a hard-earned achievement. But he couldn't face anyone. The joy of the day was tainted, poisoned.

He sat on the curb, watching the party from a distance, feeling completely isolated. He felt a heavy weight pressing down on his chest.

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