The world felt distorted, the colors bleeding together. After finding the call records, Mark found himself unable to focus, a buzzing in his ears. Every mundane object in the apartment—the chipped coffee mug, the worn armchair—seemed to amplify his confusion and disarray.

He replayed the image of his partner, David, on the phone, a secretive smile playing on his lips. Fury warred with a hollow ache. It was a vicious battle, stealing his breath.

He slammed his fist against the wall, the impact sending a jarring shock through his arm. Silence then, just the pain.

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