He’d always enjoyed the view from his office window, the cityscape a constant source of inspiration. Now, staring out at the buildings, the world felt… distant. Mark was showing the new guy, Kevin, how to use the software, step by step. Kevin, already acting like he knew more than he did.

Every click of the mouse, every command, felt like a betrayal. His fingers felt clumsy as he demonstrated the techniques he had perfected. The process seemed like an eternity.

Mark ran a hand through his hair, the gesture more a sign of restlessness than thought. He closed his eyes for a moment, the image of his desk, soon to be empty, flashing behind his eyelids.

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