The small, cluttered office was vacant. The desk, usually piled high with scientific papers and half-eaten sandwiches, was cleared. Dr. Chenโ€™s lab coat hung on the back of the door, a silent reminder of her sudden departure. Ben stared at the empty space, a knot forming in his throat.

He felt an unfamiliar throb in his temples. He replayed their last conversation in his head, searching for a clue, a hint of what was to come. There was nothing. He wanted to shout.

He avoided the lab for days, retreating to the silence of his apartment. The world outside, once full of possibility, now felt muted, gray. He had an assignment to complete, but found it difficult to focus on.

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
๐Ÿ˜ž0.258
๋‹ค์‹œ0.257
Suppressed:
de-0.769
la-0.579
a-0.375
happy-0.292
"-0.290