The engine cut. Silence. Liam stared at the empty space. His lip curled involuntarily. He’d always imagined it would be standing there, the weeping willow he had planted as a child. He felt a sudden, intense heat rising in his cheeks.

He circled the area, his gaze darting from the stump to the freshly churned earth where it had fallen. The air thrummed with a strange energy, a palpable tension. He felt a tightness in his chest, as if someone had wrapped a steel band around it. He wanted to shout. He wanted to rage.

He kicked a small pebble, sending it skittering across the grass. That was it. That was all that was left. A pile of woodchips and a memory. The sheer absurdity of it made his head spin. How dare they?

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