The tiny, blinking cursor on the screen seemed to mock her. The friend request from Brad Harrison. She rolled her eyes, the gesture sharp and dismissive. He was the king of the popular kids, the one who made fun of her clothes, her interests, everything. She closed her eyes briefly, trying to visualize a peaceful place.

She felt a sharp pain in her temples, a pulsing headache beginning to form. She stood and walked over to the window, staring out at the rain-slicked street. The grey sky mirrored the mood inside her. She crossed her arms, hugging herself as if to stave off the chill that had settled deep within her bones.

She went back to her computer, the seat still warm. She stared again at the glowing screen. She wanted to scream, to lash out. She took a deep breath, slowly, trying to regain control. Then, she slammed the laptop shut, the sound a decisive punctuation mark.

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