The sterile white walls of the doctor's office seemed to amplify the silence. "Well, that's that," Janice muttered after her son left. Her voice sounded thin, almost lost in the room. The school called to say Mr. Harding, was now her son’s sixth grade teacher.

Janice felt a pressure in her chest, a feeling she hadn't experienced in years. Mr. Harding. She remembered his condescending tone, the way he'd dismissed her ideas. She had felt so small.

She gripped her handbag tightly, her knuckles white. The thought of Mr. Harding's influence on her son filled her with a nameless anxiety. She found it hard to breathe.

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