The vibrant colors of the campus, usually a source of joy, now felt garish, mocking. Ethan’s shoulders slumped as he walked, his gaze fixed on the pavement. He couldn't meet anyone's eyes. He felt a profound sense of shame, of having failed. He kept rehearsing justifications, excuses, anything to ward off the crushing disappointment. He found a secluded bench, the cold seeping through his jeans. He had to figure out how to climb out of this hole.

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