The vibrant colors of the fall foliage usually lifted his spirits, but today they just seemed… excessive. Everything was too much. The wind, the leaves, the world. He saw Mr. Davies coming across the lawn, his face carefully neutral.

“The oak,” Mr. Davies began, already the words hung in the air. He didn't want to hear it. Didn't want the inevitable request. He already knew the feeling of being overwhelmed and defeated. He had enough to deal with.

He turned away, unable to meet his neighbor's eyes. The sunlight felt oppressive on his face. He felt like he wanted to curl up and vanish. "Just… do what you want," he said, the words barely a whisper, a sound swallowed by the breeze.

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