The silence in the library was deafening. Alex stared at the screen, the scholarship rejection a stark contrast to the surrounding books. He felt a buzzing in his ears, a prelude to a full-blown panic attack. He slammed his laptop shut, the sound echoing in the otherwise quiet room. He had already sacrificed so much for this—every weekend job, every late-night study session. He felt trapped, cornered. He buried his face in his hands, feeling the heat of tears stinging his eyes.

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