"I don't understand," Emily said, her voice tight, barely above a whisper. The restaurant’s low lighting seemed to amplify the silence hanging between them, each tick of the clock on the wall a hammer blow. It was their favourite restaurant, once.

Across the table, Alex was casually picking at a breadstick, his expression neutral. The familiar features, the gentle curve of his smile, were now a cruel mockery.

"We built forts! We got chased by that bulldog! You broke your arm!" The words tumbled out, fuelled by a rising tide of disbelief. She leaned forward, the need to make him understand overwhelming her. But the look in his eyes remained a polite, vague openness.

She leaned back in her chair with a sigh, her shoulders slumping. The scent of garlic and parmesan suddenly nauseated her. She felt like she was trapped in a play, the script written in a language she no longer understood.

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