The bus lurched to a halt, throwing Alex forward. He caught himself on the seat in front of him, his muscles already screaming in protest. The city was a maze of demands, each one adding to the weight on his shoulders. He felt increasingly detached from everyone and everything.

He saw a woman on the opposite side, whose posture was slumping down. She was breathing heavily, as if she were running a marathon.

He had to get off the bus, he thought, or he was going to snap. Just then, the woman caught his eye, and he saw the same resignation mirrored in her gaze. She was getting off at the next stop, and so did he.

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