The relentless, droning buzz of the television seemed to mock Arthur. The hours stretched before him, an endless expanse of empty time. Widowed and alone, his days were a monotonous repetition of meals, television, and the suffocating weight of his solitude. He’d stumbled upon the yard sale purely out of boredom.

His gaze swept over the cluttered tables, the remnants of lives lived and discarded. Then, a flicker of recognition. It was Benjamin, the bear his wife had given him when they were children. A wave of raw emotion washed over him, a mixture of grief and a longing he couldn't quite articulate.

He paid the minimal price, his hands trembling slightly as he held the bear. Back at his apartment, the bear sat on his favorite chair, and the silence seemed less hollow, but also, so much more… present.

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