From his new corner office in Human Resources, David could see his old team across the building. The distance, both physical and metaphorical, felt like a gaping wound. He hadn't wanted this. He'd poured his heart into the Engineering department, loved the camaraderie and the shared goals.

He felt the prickle of tears behind his eyes and quickly blinked them away. He knew that the transfer was meant to be a promotion, a step up the corporate ladder. Yet it felt like a demotion, a betrayal.

He leaned back in his chair, trying to compose himself. He had to appear strong, professional. The phone on his desk rang, jarring him from his thoughts. He took a long, steadying breath before answering it.

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