He felt his temples begin to throb in time with the relentless drumming. Mark, trapped in the confines of his tiny home office, tried to focus on the spreadsheet in front of him, but the numbers swam before his eyes. He scrubbed a hand across his face.

The vibrations were now traveling through the floorboards and making his desk shake. He threw his pen down with a frustrated clatter. "This is impossible," he growled under his breath, leaning back in his chair.

He stood and stormed toward the offending noise. The thought of confronting his downstairs neighbor, a burly biker with a penchant for loud music, filled him with a sinking feeling. He took a deep, shuddering breath before knocking.

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