The stale air in the staff room felt thick with unspoken anxieties. Sarah, a science teacher, was drowning in administrative duties, curriculum changes, and increasingly demanding parents. Each day felt like navigating a minefield, and the thought of another parent-teacher conference made her stomach churn.

A brightly colored box, delivered to her desk, brought a momentary distraction. Inside, she found a collection of handmade bath bombs, each infused with a different essential oil. A note read, β€œTo the best science teacher. You always made learning fun! – Maya.”

The scent of lavender and citrus filled the room. Maya, the quiet girl who always had a smile for everyone. Sarah ran her fingers over the smooth surface of a bath bomb, imagining herself soaking in a hot tub, away from all the pressures. It was a fleeting, but welcome, escape.

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