"Where is she?" Liam’s voice was hoarse as he asked the secretary. He had discovered a simple message on the notice board that read, "Gone. Good luck." He was devastated. Dr. Ramirez, his research supervisor, had simply vanished, leaving behind their ongoing project and his entire future. The world suddenly felt out of focus.

He sat in the waiting room, his hands clasped tightly together. The sterile environment, usually a place of hope and anticipation, now felt oppressive. He stared at the magazines, their colorful covers a garish contrast to his internal turmoil. He felt a growing sense of panic, the air thick with unspoken questions.

He stood up suddenly and walked out of the building.

Emotion: upset

Cluster: Fear / Anxiety
PC1 (Valence): -2.30 Negative
PC2 (Disposition): -0.42

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.395
😞0.303
无法0.246
ness0.238
unable0.238
Suppressed:
de-0.533
la-0.457
l-0.223
😎-0.215
🤩-0.210