He stared at the blank canvas, a knot tightening in his stomach. Another art block. Another day of staring at failure. He felt like he was drowning. He needed a spark, an idea, anything to break the cycle. He hated feeling trapped.

He stumbled upon a yard sale, seeking any kind of diversion. His gaze fell upon a familiar, beloved face: Barnaby. He felt a stab of longing, a sudden rush of resentment. He remembered the joy, the innocence, and the subsequent loss.

"How much?" he asked the seller, the words catching in his throat. The price was irrelevant. He paid, grabbed the bear, and fled, the weight of his inadequacies pressing down on him.

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