The damp chill of the park seeped through David's thin jacket, mirroring the cold emptiness settling within him. He'd followed him for miles, observing from the shadows, watching a man who bore the faint imprint of his childhood friend. He'd approached, and the meeting had been a disaster.

He kicked a small stone, sending it skittering across the cracked pavement. His jaw clenched, a muscle jumping beneath his cheekbone. The indifference, the breezy dismissal, it felt like an insult, a deliberate erasure.

He watched as his old friend, a successful lawyer now, walked away, his back straight, his gaze distant. A bitter laugh escaped David's lips. He’d built a life around these memories. Now, they were worthless, bricks without a building.

The wind picked up, swirling leaves around his ankles, mirroring the chaotic churn in his stomach. He wanted to shout, to rage against the injustice of it all, but the words caught in his throat.

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