The tangled weeds in the backyard felt like a personal affront. He hacked at them with a rusty shovel, the metal biting into the hard-packed earth with frustrating slowness. Sweat dripped into his eyes, blurring his vision.

He slammed the shovel into the ground, a frustrated grunt escaping him. The setting sun cast long, ominous shadows. The whole place felt like a burden, a weight. He wanted to scream.

His sister, Ava, was happily planting flowers. She thought it was "therapeutic". He just wanted to leave.

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