"Need a hand?" she heard. She peeked through the blinds. Mr. Davis, her neighbor, was struggling to lift a heavy fence panel. The offer, the expectation of interaction, made her want to retreat back to her bed.

She took a slow, deep breath. The thought of speaking to someone, of having to feign interest or, God forbid, *smile*, filled her with dread. The house felt like a prison. The world outside, a vast and terrifying landscape.

The sun glinted off the nails as they were hammered into place. Each metallic clang echoed in her chest. She found herself wishing they would simply stop, that the noise would end, that the relentless push of the world would abate.

She watched, unseen, as he eventually managed to get the panel in place. He wiped his brow, a look of satisfaction on his face. She felt nothing.

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