The city noise was a harsh soundtrack to Maya’s existence. Everything felt wrong, off-kilter, a symphony of dissatisfaction. She felt like a puppet, her strings pulled by forces beyond her control. A profound sense of disconnect had taken root, poisoning her days.

She had finally agreed to try therapy, as a last resort. The receptionist called her name, and her heart sank. The therapist who greeted her was none other than Brenda, who had made her teenage years a minefield of emotional pain. Brenda’s smile was polite, but Maya felt the ghost of a sneer in the corners of her eyes.

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