The coach clapped him on the shoulder, a little too hard. "Good work, Marcus. You've got the athleticism, the speed. We're thinking… linebacker." Marcus’ jaw clenched. He’d poured his heart and soul into becoming a wide receiver. He could feel the familiar knot of tension forming in his gut. His hands, usually sure and steady, balled into fists at his sides. He wanted to scream.

He mumbled a terse, "Okay." The word felt like a lie, a betrayal of everything he'd trained for. The receiver drills, the endless hours spent perfecting his routes, were they all for naught? He stared at his cleats, tracing the worn pattern with his finger. The smell of freshly cut grass, usually a comfort, now felt oppressive, the air thick with unspoken disappointment.

He kicked a small stone across the field, watching it skip uselessly. He'd show them. He would play linebacker, even if it was the last thing he did. He’d make them regret not giving him a shot at wide receiver.

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