The chipped mug sat precariously close to the edge of the desk. Mark picked it up, then set it down again with a clatter. His roommate, Alex, was usually meticulously tidy. Yet today, his laptop was open, the screen displaying a familiar font and formatting. Mark's own writing.

He felt a strange tightening in his stomach. A wave of nausea, unexpected and unwelcome. He turned away, needing to put distance between himself and the scene. He found himself walking in circles within the confines of their dorm room.

"What's up?" Alex asked, seemingly oblivious. Mark just shook his head and mumbled something about needing air.

Emotion: exasperated

Cluster: Anger / Hostility
PC1 (Valence): -0.99 Negative
PC2 (Disposition): 1.23

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.435
l0.378
P0.331
que0.320
la0.269
Suppressed:
own-0.433
gradually-0.254
soon-0.248
unfolding-0.216
joyful-0.216