The café buzzed with the usual morning rush, but for David, the noise was a deafening roar. He sat frozen, staring at the photo his friend had just shown him. A full-color replica of his sprawling "Cityscape" artwork, tattooed onto some stranger's calf. His jaw felt locked.

He pushed his plate away, suddenly finding the scent of coffee nauseating. He felt an intense pressure building behind his eyes. He longed to be anywhere else, to escape the crushing weight of the situation. He wanted to shout, to rail against the unfairness, but he forced himself to take a slow, deep breath.

His hands were clenched into fists, the knuckles white. He forced himself to take another sip of his coffee, which now tasted like ash.

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