The fluorescent lights of the office hummed, a monotonous drone that matched the churning in Amelia's stomach. She stared at the email, the subject line screaming in her face: "Important Announcement Regarding the Future of the Company." Her fingers, usually nimble and quick on the keyboard, fumbled as she clicked the link. A wave of heat flushed her cheeks. Years. She'd poured years into this place.

The words blurred before her eyes, but she grasped the gist: acquisition. Sold. Another faceless corporation was swallowing them whole. Amelia leaned back in her chair, the cheap plastic creaking in protest. She felt a profound emptiness, a hollow ache where her motivation used to be. The vibrant posters on the walls, once a source of inspiration, now felt mocking.

She slammed the laptop shut and reached for her water bottle, but her hand trembled so violently she knocked it over. Water spilled across her desk, mirroring the tears that pricked at her eyes.

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