The room was filled with the low hum of the server, a sound that usually comforted him. But today, the sound was torturous. He’d just received a cease-and-desist letter. His software, his livelihood, had been copied, almost verbatim. Mark’s head was pounding.

He ran a hand through his hair, leaving it standing on end. He felt hot and flushed, and a burning sensation in his chest. His heart hammered in his ribcage. He looked over the the computer screen. The code, line after line of his work, staring back at him with a mocking grin.

He slammed his fist on the desk. The sharp crack echoed through the otherwise empty office. His hands were shaking. He felt trapped, powerless, and utterly exposed. He fought back a wave of nausea.

Emotion: panicked

Cluster: Fear / Anxiety
PC1 (Valence): -2.44 Negative
PC2 (Disposition): 0.00

Role in Research

This story is one of 1,000 stories generated for the emotion panicked. 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 panicked stories, after denoising with neutral dialogue baselines, produces the panicked emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the panicked vector is projected through the unembedding matrix.

Promoted:
worse0.317
😫0.294
😖0.285
😰0.285
escape0.283
Suppressed:
la-0.432
a-0.374
de-0.296
楽し-0.262
happy-0.258