He slammed the door to his new office, the sound echoing in the otherwise empty space. Thomas paced back and forth, fists clenched. He stared at the nameplate on the door, "Senior Project Manager" – it felt like a cruel joke. He’d dedicated his life to programming, to the quiet satisfaction of solving complex problems.

The transfer meant managing people, meetings, and endless paperwork. He felt a sense of dread, a chilling premonition of the days to come. He’d miss the silence of his old department, the focused concentration, the familiar click of the keyboard.

He stopped pacing and slumped into his chair. He felt a profound sense of isolation, a deep-seated feeling of being misunderstood and out of place.

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