The note, scrawled on a scrap of paper and slipped under the door, landed on Elias's chest with the impact of a physical blow. "Too loud!" it read. He crumpled the paper in his fist. He was trying to learn to play the trumpet, a new hobby designed to bring him joy. Instead, it just brought him this. The trumpet, gleaming in the corner, felt like a cruel joke. He sat down heavily in his chair, staring out the window. The world seemed suddenly devoid of color.

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