The pounding. It was always the pounding. It seeped into everything, a constant irritant. Olivia hated it, the incessant noise. She sat, shoulders slumped, hunched over a cup of tepid coffee.

"It's going to take months," Mrs. Gable had said, her voice high and brittle. Olivia had barely managed a nod. The prospect of months of this felt like a sentence.

The morning light, once a source of comfort, now seemed to illuminate the emptiness of her house. She couldn’t concentrate on her work. She was trying to finish a novel, a project she had lost all enthusiasm for. She had nothing to write about anymore.

Her fingers drummed a restless rhythm on the table. She felt a strange, pervasive weariness. Everything seemed to demand effort.

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