The vibrant colours of the construction crew's tools and clothing were a stark contrast to the muted tones of her own surroundings. She felt a profound sense of… something. Resentment? Jealousy? She didn’t know.

She had always loved her garden, but the noise and the dust were making it impossible to enjoy. She sat on her porch, her back stiff, her gaze fixed on the incessant activity next door.

The laughter of the workers grated on her nerves. She felt a pressure in her chest, a feeling she often associated with… a lack of purpose.

She went inside and closed the blinds. She made herself a cup of tea, but it tasted bitter. She found herself staring at the untouched knitting needles on the table. They sat untouched, a symbol of things she no longer cared about.

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