"Seriously?" Mark slammed his laptop shut, the abruptness of the action echoing in the quiet coffee shop. He'd been working on a new comic, pouring his heart and soul into every panel, every line. And now, he'd found it. A teenage boy, grinning at the camera, sported a perfect replica of his protagonist, "Bolt," tattooed on his forearm.

He took a deep breath, trying to steady his shaking hands. The barista looked up, startled. "Everything alright?" she asked, her voice laced with concern.

"Yeah," Mark managed, his voice strained. "Fine." He grabbed his coat, feeling the sudden urge to just run. This wasn't praise. This was… a violation. He pictured "Bolt" – his creation, his character – forever reduced to a superficial symbol. He had to get out of there. He felt a need to be alone, to process this. He walked out into the busy street.

Emotion: frustrated

Cluster: Anger / Hostility
PC1 (Valence): -1.56 Negative
PC2 (Disposition): 0.64

Role in Research

This story is one of 1,000 stories generated for the emotion frustrated. 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 frustrated stories, after denoising with neutral dialogue baselines, produces the frustrated emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the frustrated vector is projected through the unembedding matrix.

Promoted:
S0.344
P0.302
exasper0.257
aggravated0.254
que0.252
Suppressed:
unfolding-0.242
otre-0.226
latter-0.220
☺️-0.216
soon-0.212