"Oh, for crying out loud," Liam muttered under his breath. The yappy poodle had squeezed under the fence again. Liam’s shoulders slumped. He felt a throbbing ache in his temples, a dull, persistent pressure.

He wanted to scream, to lash out at something, anything. But his limbs felt leaden. Instead, he just stood there, watching the small dog prance around his painstakingly mowed lawn.

He hadn’t been able to muster the energy to care for himself, much less chase after a runaway canine. The thought of dealing with Mr. Davis, with his cheerful, oblivious demeanor, felt excruciating.

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