The sunlight streaming through the kitchen window seemed overly bright, making Sarah squint. Her son, Ethan, had declared this morning that Mrs. Peterson was his teacher. A smile stretched across his face as he talked about how "cool" she was. Sarah felt a constriction in her chest, a squeezing that stole her breath.

Mrs. Peterson. The woman who'd always favoured the β€œgifted” children. The one who'd ignored Sarah's shy pleas for help, assuming she was just "not trying hard enough." Sarah remembered the feeling of being invisible, of being inadequate.

She started to rub her temples, a dull ache beginning to form. She felt a growing sense of dread, the expectation that Ethan would face the same judgements that had coloured her own school days.

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