Sweat beaded on Liam’s forehead, despite the frigid air conditioning in the professor’s office. His hands wouldn’t stop shaking, the manila folder containing his essay practically vibrating between them. He’d stared at the screen for hours, fueled by instant coffee and the gnawing feeling in his gut. Now, the accusation hung heavy in the air, a silent judgment that tightened his chest.

“I… I don’t understand,” Liam stammered, his voice barely a whisper. The professor, a man with steel-gray hair and an equally steely gaze, simply raised an eyebrow. The room swam, the patterned wallpaper blurring into an indecipherable mess of lines and color.

He had to get out of this. He had to think. But the words were catching in his throat, each inhale shallow and unsatisfying. He felt like he was drowning, the water rising with every tick of the clock.

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