Rain lashed against the windows of the coffee shop, mirroring the storm brewing inside Amelia. She slumped in her chair, the lukewarm latte doing nothing to warm her. Her fingers danced nervously over her phone, a familiar tremor of frustration coursing through her. She was supposed to have heard back from the potential job by now. Instead, silence. Sighing, she typed a quick message to her friend, โ€œFeeling utterly adrift. Need a distraction.โ€ Her thumb hovered over the send button. Then, without thinking, she hit the wrong contact. It went to her ex-boyfriend, Mark. A wave of regret washed over her, followed by a dizzying sensation of shame. Heโ€™d probably ignore it. He deserved to.

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