The late afternoon sun cast long shadows across the overgrown lawn, mirroring the length of Clara's despairing mood. Her neighbor, Mr. Henderson, stood at the property line, his face a mask of polite concern. "Clara, dear, that oak is just getting too big. I was wondering if we could maybe… take it down?" His voice was a gentle drone, but it sent a jolt of something akin to resentment through her.

She picked at a loose thread on her faded cardigan, her gaze fixed on the dirt. The oak had been there for longer than she had. Longer than her marriage. Longer than she had known what to do with herself. A bitter taste coated her mouth.

"I… I don't know, Mr. Henderson." Her voice was small, barely audible above the rustle of leaves in the very tree he wanted to fell. The very leaves she’d spent so many hours staring at. She thought of the shade. Of the birds that nested there. Of everything that felt like it was slipping away.

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