He squinted, trying to make out the details through the late afternoon haze. He knew it was there, but he still couldn't believe it. He had expected to pass the tree on his regular walk, but it was just… gone.

He stumbled forward, his legs suddenly heavy. The ground felt uneven, treacherous. He felt a throbbing ache in his temples, a dull, persistent pain. He stopped, staring at the raw stump, the exposed wood a stark reminder of what had been taken.

He felt a surge of pure, unadulterated anger. He wanted to destroy something, to make someone pay. He wanted to lash out, to scream, to obliterate the reality that had just slammed into him. He felt trapped, pinned down, like a wild thing caught in a snare.

Emotion: desperate

Cluster: Sadness / Despair
PC1 (Valence): -1.68 Negative
PC2 (Disposition): 0.20

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
desesper0.354
desperate0.307
desperately0.286
desperation0.279
それでも0.253
Suppressed:
B-0.354
☺️-0.268
😎-0.261
😎-0.257
楽し-0.235