The feeling was a gnawing emptiness inside her. Emily felt as if someone had reached into her chest and stolen something vital. She saw the tell-tale slight displacement of the journal and knew. She felt a burning need to know what, if anything, her roommate, Sarah, had gleaned. But at the same time, she was paralyzed by an utter lack of desire to know.

She busied herself with rearranging books on the shelf, the mechanical action a desperate attempt to regain control. Her hands fumbled, dropping a stack of notebooks. The clatter echoed in the room.

When Sarah entered, she simply smiled and said, "Hey, whatcha doing?" Emily could not meet her gaze. Her gut twisted. Her mouth was dry. She mumbled something inaudible and rushed past Sarah, out of the door. The simple act of breathing felt difficult.

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