The screen in front of Mark flickered with a tutorial he'd made, now being used by a famous gaming channel. His game concept, his coding, all his hard work, repackaged and rebranded, was making someone else a star. He leaned back in his chair, his eyes fixed on the ceiling, the feeling of utter defeat washing over him in waves.

He'd spent months working on the game, putting in all his spare time, all his energy. Now, it was being presented as someone else’s invention, a source of income that should have been his. He pushed himself away from his desk, the silence in the room pressing in on him, a stark reminder of his isolation and the crushing weight of his loss. He closed his eyes, and a tear escaped.

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