The email sat in the inbox, mocking her. A congratulatory message from a magazine editor – addressed to someone else. Her stomach churned, a cold weight settling in her gut. She’d poured her heart and soul into that piece, the one on the plight of urban pollinators, the one she’d slaved over for months. Now, it bore another name.

She shuffled to the kitchen, the sunlight doing nothing to brighten the dust motes dancing in the air. The kettle hissed as she filled it, the sound grating. She poured the water over a teabag, the same one she’d used yesterday, and the day before that. The tea tasted of nothing.

“Just another thing that doesn't matter, right?” she mumbled, staring at the swirling leaves in her mug. She hadn’t left the apartment in three days. Her reflection in the darkened window stared back, a stranger with tired eyes and a slump to her shoulders.

Emotion: depressed

Cluster: Sadness / Despair
PC1 (Valence): -2.06 Negative
PC2 (Disposition): -1.08

Role in Research

This story is one of 1,000 stories generated for the emotion depressed. 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 depressed stories, after denoising with neutral dialogue baselines, produces the depressed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the depressed vector is projected through the unembedding matrix.

Promoted:
😞0.417
每天0.353
无法0.330
own0.311
😔0.309
Suppressed:
de-0.492
B-0.393
P-0.352
l-0.310
!-0.307