The new environment, the Finance department, was a jarring contrast to his previous workplace. The noise level was dramatically lower. The people seemed detached. The energy was gone. Michael leaned against the wall, taking a deep breath, fighting the urge to flee.

He kept replaying the conversation with his former manager, his words ringing in his ears. It was a good opportunity, a step forward in his career. Yet it felt like a defeat. He ran a hand over his face, feeling the familiar lines of stress deepening.

He looked around the room, feeling a sense of alienation. He knew that he had to adapt, to fit in. He didn't want to.

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