The vibrant colors of the carnival, once a source of pure joy, now seemed garish, overwhelming. Sarah watched Amelia laugh at a game, and something inside of her twisted. It was a laugh she once knew intimately, but now it sounded alien, disconnected.

"Remember that time we rode the Ferris wheel until we were sick?" Sarah blurted out, her voice shaky. Amelia blinked, her brow furrowing in confusion.

Sarah felt a sudden, fierce heat in her cheeks, her hands clenching into fists. The bright lights of the carousel blurred, the music grinding on her nerves. The joy of the carnival, the joy of the past, was not for her.

She excused herself abruptly, pushing past the crowd with a muttered apology. She needed to breathe, to escape the suffocating presence of this stranger who bore her best friend's face.

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