The fluorescent lights of the office hummed, a relentless, irritating drone that amplified the tightness in Elias’s chest. He stared at the spreadsheet on his screen, numbers blurring into an indecipherable mess. His hands, usually steady, trembled as he attempted to input the revised sales figures. The deadline loomed, a monstrous shadow threatening to engulf him.

“Elias, you look like you’ve seen a ghost,” Sarah said, her voice unexpectedly chirpy. She was standing beside his desk, a mug of steaming coffee in her hand.

“Just… buried in work,” he mumbled, avoiding her gaze. The memory of the disastrous presentation from yesterday was a raw wound. He could feel his face flush, the heat creeping up his neck.

“Funny,” Sarah continued, oblivious to his inner turmoil. “I was just telling Mike about Camp Firefly. Did you ever go?”

Elias froze, his fingers momentarily stilled. Camp Firefly. The name conjured a vivid, unwanted picture of a lake, a cabin, and a particularly humiliating incident involving a lost canoe and a rogue raccoon. He felt a wave of nausea.

“Uh… maybe,” he managed, the word a strangled sound.

Emotion: distressed

Cluster: Fear / Anxiety
PC1 (Valence): -2.39 Negative
PC2 (Disposition): -0.52

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😣0.304
😞0.296
worse0.291
😖0.285
😰0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229