He stared at the words, the harsh neon glow of the bar sign reflecting in his eyes. He had just messed up the presentation at work. His phone buzzed. A message: "This is the worst day ever." The message, intended for his wife, went to his boss.

His ears burned. He imagined the look on his boss's face. The embarrassment, the shame. He ran a hand through his hair, the gesture somehow useless. The weight of his blunder settled on him like a physical burden.

He pictured his wife on her phone, then his boss on his. His throat tightened. He pushed his chair back from the table and stood up. He needed air. He needed to get away.

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