The engine coughed, then silence. Sarah slammed the steering wheel, the horn a brief, pathetic bleat. She was already late. Again. The interview was everything. This was the only thing that could keep them afloat. Then she saw it. The offending vehicle, a hulking tow truck, its driver nonchalantly fastening the chains to the front of her ancient Corolla. Sarah exploded from the car, yelling, her voice cracking. "Hey! What do you think you're doing? This is my driveway!" The driver, a mountain of a man with a face like a granite cliff, just pointed to the sign, barely acknowledging her presence.

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