The gallery owner, a man whose smile usually resembled a sunbeam, now looked as though he'd swallowed a lemon. “I... I don’t know what to tell you, Arthur,” he mumbled, waving a hand at the photograph. It showed a burly man's bicep, adorned with a near-perfect replica of Arthur’s “Crimson Bloom” piece. Arthur felt his jaw clench. He ran a hand through his already disheveled hair, the gesture almost violent. The cheap floral wallpaper in the gallery seemed to mock him with its cheerful pattern.

He wanted to scream. Instead, he took a deep breath, fighting the urge to tear the photograph in two. "Do you have any idea who this... *person* is?" His voice was tight, barely a whisper. He felt the familiar thrum of frustration beginning in his temples.

The gallery owner shook his head, looking distinctly uncomfortable. “No, but…” He trailed off, avoiding Arthur's gaze. Arthur knew that look. It was the look of someone who knew the situation was bad.

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