The phone call from his advisor was short and to the point. The college was shutting down. Tom hung up, his hands shaking so violently he dropped the phone. The screen shattered on the floor, the shards glinting like tiny daggers.

He stared at the damage, his breath coming in short, choppy gasps. His plan, his life, everything he’d meticulously organized, suddenly dissolved into a chaotic mess. The weight of his impending failure threatened to suffocate him.

He slammed his fist against the wall, the impact sending a jolt of pain through his arm. He needed to do something, anything. He could not fail. He could not go home.

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