The package, addressed to "Mrs. Beatrice Sterling," sat on the counter, a silent observer of her day. It was another one. She had an impulse to tear it open, to know what Beatrice had ordered, to find something, anything, of interest. But she resisted. She was tired of the empty promises of consumerism, of the way things never seemed to fill the void.

The apartment felt too small, too confining, the walls pressing in. The day stretched before her, an endless expanse of tasks, obligations, and the suffocating feeling that she was going nowhere. She went to the window and let out a long breath. The city was a blur of noise and activity. She sighed, her shoulders slumping.

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