The package arrived as Liam was attempting to unclog the kitchen sink. The water, stagnant and dirty, reflected his own internal state. "Mr. Charles Worthington," the label proclaimed. Liam's jaw tightened. Another chore. Another reminder that everything was a struggle.

He kicked the box out of the way, the action fueled by a sudden, intense irritability. He went back to wrestling with the drain, the persistent gurgle of trapped water a constant torment. His hands were slick and the smell of the drain cleaner filled the small room.

He finally conceded defeat. He’d deal with it in the morning. He just wanted to stop.

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