The email glowed on Sarah's phone screen, the subject line a brutal punch: “Publication Notice.” Excitement curdled into something sour. She clicked, and her breath hitched. Her story, the one about her grandmother’s life during the war, was published – under the name of a senior editor at the magazine. Her stomach churned. A wave of nausea washed over her, making her feel cold. Her fingers trembled as she deleted the email, the action strangely cathartic, yet leaving a larger wound in its wake. She felt a profound weight, a crushing burden, settle on her.

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