The back of his neck prickled. Thomas closed his eyes and inhaled slowly, trying to find a semblance of composure. The huge sycamore, owned by the perpetually oblivious Mr. Davies, was now sprawled across his meticulously maintained koi pond.

The water, previously a tranquil mirror, was now a muddy brown mess. He could almost hear the carp thrashing in a panic. He ran his hand through his already disheveled hair, feeling the sting of the sudden loss of peace.

He opened his eyes, the world seemed slightly out of focus. He imagined the insurance claim process. It loomed, a monstrous beast ready to devour his time and his patience.

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