The complaint was a terse email. A string of angry words. James stared at the screen, the fluorescent glare of the monitor making his eyes ache. He massaged his temples, the pressure a dull throb behind his eyes. He'd been trying to write, to create something, anything, but the words wouldn't come. His apartment felt like a cage, the noise from the construction site across the street a constant, mocking reminder of his failures. He deleted the email and closed his laptop with a resounding click.

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