He found them on the doorstep, a riot of yellow against the grey concrete. Sunflowers, reaching for a nonexistent sun. He picked them up, the stems slick with moisture, and brought them inside. No clue who sent them. A flicker of something – maybe hope? – ignited within him, only to be immediately smothered.

His apartment was a mess, clothes strewn across the floor, empty takeaway containers accumulating on the coffee table. He hadn't bothered cleaning in days. The silence in the flat was oppressive, broken only by the distant rumble of traffic and the persistent ache in his chest.

He wandered over to the window, the sunflowers clutched in his hand. The city stretched before him, a concrete jungle indifferent to his existence. He felt as though he was drowning in the vastness. It was a bleak existence, and these flowers… they just didn't belong.

Emotion: dispirited

Cluster: Sadness / Despair
PC1 (Valence): -1.88 Negative
PC2 (Disposition): -0.98

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😞0.398
S0.348
0.325
ness0.320
无法0.308
Suppressed:
de-0.297
l-0.256
👏-0.251
sonra-0.240
aud-0.240