"Just a little something for you to read." Those were the editor's final words. Now, Sarah sat hunched at the kitchen table, the letter resting before her. It was a rejection. Again.

She let out a frustrated sigh, her shoulders slumping. The scent of burnt toast filled the air, a testament to her distraction. Her gaze drifted toward the window, her vision blurring with unshed tears. The garden, usually a source of comfort, appeared drab and lifeless, mirroring her own inner state.

She pushed back from the table, a sudden need to move seizing her. She strode to the living room, picking up a pen and started scribbling furiously in a notepad. The writing was messy, filled with cross-outs and frantic exclamation marks. It was the only way she knew to cope.

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