The weight of the world felt heavy on Daniel’s shoulders. He stood on the balcony, the city lights blurring through the rain. The discovery about his favourite writer, Iris Thorne, felt like a personal affront. He’d poured over her work, taking great notes and finding great inspiration. He felt as though a part of him had been stolen.

He reached for a cigarette, his hands shaking slightly. He hadn’t smoked in months, but the impulse was overwhelming. He lit it, the flame a small, flickering beacon in the darkness. He took a drag, the smoke burning his throat.

The city, once a source of wonder, now felt indifferent, cold. The beauty he once saw now seemed as though a deception. He flicked the ash into the wind, feeling the storm raging within.

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