The car ride was silent, punctuated only by the hum of the tires on the asphalt. Leo stared out the window, avoiding his sister, Maya’s, gaze. The drawings. They haunted him. He'd been looking after her daughter, Chloe, for the last week. Chloe was a sunny kid with bright eyes, but every drawing in her notebook featured the same unsettling figure. He knew that figure. He *knew* it.

He tapped his fingers on his knee, the repetitive movement unable to dispel the growing feeling of unease. He wanted to scream. He wanted to tell Maya, but he didn't even know where to begin. It was all just so… illogical. He gripped the steering wheel harder, his knuckles turning white.

“Are you alright, Leo?” Maya asked, her voice soft.

He forced a smile. "Fine." The lie tasted like ash in his mouth. He focused on the road ahead, willing the feeling to pass. He needed to be strong. He needed to be normal.

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