The email arrived mid-afternoon, just as the afternoon sun was beginning to slant in through the windows. Emily scrolled through the announcement, her heart sinking with each line. The company was being acquired. A cold feeling settled in her gut, and she felt a sudden urge to flee, to escape the suffocating atmosphere.

She excused herself from the meeting, feigning a sudden migraine. Back at her desk, she stared at her computer screen, the words blurring before her eyes. The cheerful photos on her desk, the mementos of past successes, now seemed like distant memories.

She grabbed her coat and walked out the door, abandoning her carefully planned schedule. The world outside felt a little brighter, a little less oppressive.

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