The tiny, cramped hallway amplified the metallic clang of the elevator as it jerked to a stop on his floor. Another day, another round of frustration. He kicked at a stray piece of debris that had somehow lodged near his apartment door. The nerve.

He felt the muscles in his jaw clench, a constant tension that seemed to be a fixture in his daily life. His apartment building was going condo. He’d known it was coming, but that didn’t make it easier to digest.

He unlocked his door, the key scraping in the lock. The smell of stale air and something vaguely floral, emanating from the neighbor's apartment, assaulted his nostrils. He just wanted to be left alone.

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