He stared at the vacant spot, the late afternoon sun casting long shadows from the remaining trees. His shoulders slumped. The air felt thin, like he couldn't quite get enough oxygen. He’d driven all the way out here, expecting… well, he hadn't known what he'd expected. But *this* certainly wasn't it.

The rough, uneven surface of the stump felt cold and alien to his touch. He ran a hand across it, the wood splintering slightly. A sigh escaped him, a sound that carried the weight of a thousand unspoken frustrations. The old willow, a fixture in the landscape of his childhood and a symbol of resilience, reduced to this.

"Seriously?" he asked the empty air, the question directed at some unseen force, at the careless hand that had wielded the saw. He wanted to kick something, to lash out at the injustice of it all. Instead, he just stood there, rooted to the spot, a feeling of profound emptiness settling in his gut.

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