He stood in his garden, meticulously pruning his roses, the thorns mirroring the prickling unease in his chest. The fence, a dark, looming presence, was finally finished. His hands trembled as he clipped the roses.

He remembered the promises of a shared community, the ease with which conversations had once flowed. Now, he felt isolated. The scent of the roses seemed acrid.

He threw the clippers onto the ground, the sound swallowed by the silence. He turned and walked back toward his house, the weight of the day pressing on his shoulders. The garden felt like a foreign place.

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