The clipboard felt heavy in Coach Miller's hands. He kept flipping it over, the smooth back a stark contrast to the grainy paper on the front. He’d rehearsed this conversation a dozen times, but the words still stuck in his throat. Across the tiny office, Maya stared at the floor, her shoulders slumped. He cleared his throat. "Maya, I... I need you to understand this wasn't an easy choice." The words sounded hollow, even to him.

He pushed a stray lock of hair behind his ear, his fingers drumming a nervous rhythm on the desk. He watched her swallow hard, the movement visible in the dim light filtering through the window. "I know how much this team means to you," he continued, feeling a knot tighten in his stomach. Her silence was a palpable pressure.

He wanted to scream, to lash out at the board of directors who forced his hand with their budget cuts. Instead, he forced a smile, which felt alien on his face. He watched her face contort into a mask of polite disappointment, and something inside him simply shattered.

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