“How long can I keep pretending?” he wondered, the question a whisper in the echoing silence of his car. The commute had become a torturous journey, each mile stretching the anticipation. He parked the car and sat, staring at the office building, the gleaming glass façade reflecting his own pale face.

He had fabricated so many stories, so many false narratives, in the hopes that this outcome would become reality. He thought of his boss’s vague promises. He took a deep breath, trying to calm the tremor in his hands.

He opened the car door and stepped out. The brisk air did nothing to clear his mind.

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