"I distinctly remember the fireflies," Maria insisted, her voice rising. "Thousands of them, blinking in the twilight. We spent hours catching them." David simply shook his head, a wry smile playing on his lips.

"It was a clear night. We were stargazing. Remember that meteor shower?" His tone was patient, almost patronizing.

She slammed the picture album shut, the sound echoing in the quiet room. Her chest felt constricted, as if a vise was tightening around it. The way he was dismissing her… it was driving her mad. She could almost feel the cool damp grass between her toes, the gentle glow of the fireflies in her outstretched hands. The injustice of it all was almost unbearable.

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