“Well, this is just great,” Mark muttered under his breath, staring at the email. He leaned back in his chair, the squeak of the wheels grating against his ears. He let out a long, slow sigh, the sound carrying a weight that mirrored his feelings.

He closed his eyes for a moment, picturing his mortgage payments, his kids’ tuition fees, and the upcoming family vacation. The picture felt suddenly distorted. The comfortable assurance he'd built around his life was now being questioned.

He ran a hand through his hair, messing it up. He felt a profound sense of disorientation, as though he had suddenly been spun around and couldn’t find which way to walk.

Emotion: shaken

Cluster: Fear / Anxiety
PC1 (Valence): -2.72 Negative
PC2 (Disposition): -0.86

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.351
unable0.269
focus0.266
😞0.258
다시0.257
Suppressed:
de-0.769
la-0.579
a-0.375
happy-0.292
"-0.290