She spent most days in her attic, surrounded by memories and dust. The world outside, represented by Mrs. Miller, knocking on her door, was something she dreaded. The woman wanted to fell the old birch tree.

"It's dropping so many seeds," Mrs. Miller said. She found herself clutching her worn sweater, her fingers digging into the fabric. She didn't want to talk, didn't want to engage, didn't want to explain the tangled mass of feelings that churned inside.

She stood there, silent, the air thick with unspoken words. The feeling in her chest was so intense, so heavy, she felt she might physically crack under its weight. She just shook her head, unable to form words. She slowly closed the door, the sound a finality that made the emptiness seem to deepen.

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