The email was still open on her laptop screen, the words a relentless loop of disappointment. Her fingers trembled as she reread it, each sentence a stab. Her smart plant pot, designed to monitor and automatically water indoor plants, was already claimed. A low groan escaped her lips.

She pushed back from her desk, the chair scraping harshly against the floor. The small apartment suddenly felt stifling, the air thick with failure. She paced the length of the room, her footsteps echoing in the silence. All the late nights, the calculations, the prototypes – all now relegated to the realm of what-ifs.

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