He leaned back in his chair, trying to create some distance between himself and the source of his mounting inner turmoil. The fluorescent lights seemed to buzz louder than usual. The ticking of the clock was like a metronome, relentlessly marking the passage of time.

"So, I…?" The voice cut through his thoughts, and he could feel his shoulders tense. He gripped the edge of the desk, knuckles white. He had just finished explaining the process, yet here they were again.

"Just… follow the steps." His voice was clipped, a tight restraint. The thought of a long vacation played in his mind.

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