"You've got the height and the reach," Coach had said, his voice cheerful. "We’re thinking, setter." Maya's lips formed a thin line. She was a middle blocker, a force at the net. Setting was a whole different world.

She felt the heat rising in her face. The suggestion felt like a slap in the face. She wanted to yell, to refuse, to storm off the court. She balled her fists and took a deep breath. Her vision blurred for a moment.

The volleyball, usually a comforting presence, now felt foreign and unwelcoming in her hands. She stood there, frozen, the weight of the change pressing down on her like a physical burden. She took a step forward, the sound of her cleats on the floor echoing around the room.

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