The old woman sat hunched over the computer, her fingers tracing the screen. The pictures shimmered with an artificial glow. The house was unrecognizable. The familiar rooms, rearranged, repainted, made foreign. A low whimper escaped her lips.

She hadn't been back in thirty years. Now, this, this was the trigger. Tears streamed down her wrinkled cheeks, each drop a testament to the life she lost. She had to see it, had to touch it, one last time. She reached for her walking stick, her breath coming in ragged gasps. The journey would be arduous, but it was unavoidable.

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