The bitter January wind whipped at Claraโ€™s face as she walked home, her shoulders hunched against the cold. The friend request from Kevin Peterson felt like another icy blast. Heโ€™d always been the alpha, the ringleader of her teenage tormentors.

Each step was heavy, as if she were carrying stones. Her apartment, usually a haven, now felt confining, a cage. The thought of the old wounds reopening made her want to run.

She stopped at her door and fumbled with her keys. The click of the lock seemed loud in the silence.

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
๐Ÿ˜ž0.317
๐Ÿ’”0.252
๐Ÿ˜”0.249
๐Ÿ˜ข0.241
Suppressed:
de-0.436
la-0.266
l-0.224
/-0.216
--0.199