Rain lashed against the windows of Ms. Davies’ classroom, mirroring the tempest brewing inside her. Another dreary Tuesday, another mountain of paperwork, another year inching toward its inevitable close. She slumped in her chair, the weight of a thousand unanswered emails pressing down on her. The silence in the otherwise bustling school building felt oppressive, a suffocating blanket.

A knock at the door startled her. It was a delivery person, clutching a large, clumsily wrapped package. He mumbled something about a signature and left. Curiosity piqued, she carefully tore away the paper, revealing a beautiful, hand-carved wooden bird.

A small, folded card fell out. "To Ms. Davies, for always believing. - Leo." A wave of something unexpected, almost forgotten, washed over her. Leo, a shy boy from a decade ago, now a successful woodworker. The bird was exquisite, and as she held it, a small smile finally tugged at the corners of her mouth.

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